Humanity’s Last PRD
Latest drop: Haiku 5.5 · 8 Oct
Tasks / Strategy

Call product-market fit

Can the model tell real product-market fit from a blended survey, a launch spike or a flattering metric, and say where to scale?

Task type v1.1 · 2 tasksLast changed 6 Oct 2026 · ChangelogDifficulty

What AI gets right here, and what you’ll still have to catch

From 16 graded outputs by 8 models. 50% were usable with at most a quick edit.

Reliably right

  1. Respects explicit constraints100% pass
    The output is a memo addressed to Sam, within 1,200 words, and respects the form and length requirements.
    GPT-6 Astra · ChatGPT · 38%, and the retention that isn't
  2. Finds who it's a must-have for100% pass
    It identifies recruiters as the must-have segment, noting what they value (candidate summaries, ATS scorecards, focus on the candidate) and builds the plan around them.
    GPT-6 Astra · ChatGPT · 38%, and the retention that isn't
  3. Spots false fit100% pass
    The memo calls out the August promotional MRR spike, the active-definition change, and the early erosion as misleading signs of fit.
    GPT-6 Astra · ChatGPT · 38%, and the retention that isn't

Where it slips

  1. Uses the supplied evidence correctly28% pass
    The claim that the cohort jumps line up with the August 3 definition change is not supported; the jumps occur in the week of July 27–August 2, one week before the change, so the evidence is misused.
    GPT-6.1 Sol · API · 38%, and the retention that isn't
  2. Gets the base of every number right44% pass
    The month-6 retention percentages are computed from incorrect sums and denominators, so the base is wrong.
    GPT-6 Luna · API · Do we have fit, or a spike?
  3. Unpicks the 38%53% pass
    It separates by persona but does not break down the 38% by tenure into ~11% very disappointed for users under two weeks and ~47% for established users, which the criterion explicitly requires.
    Haiku 5.5 · API · 38%, and the retention that isn't

How it’s graded

Each check is built on how world-class product and growth leaders do this work, as they’ve described it on Lenny’s Podcast, and names the leader it comes from.

  1. Judges fit by retention, not sign-ups

    Does the call on product-market fit rest on whether retention curves flatten, segment by segment, rather than on sign-ups, revenue growth or a survey alone?

    Passes when Reads retention by segment from the data and lets it decide where fit exists, with the survey as supporting evidence.

    Todd JacksonLenny’s PodcastSean EllisLenny’s Podcast

  2. Finds who it's a must-have for

    Does the output profile the users who would be very disappointed without the product, and aim the plan at them and at the users closest to them?

    Passes when Names the segment or persona where the product is a must-have, what they value, and builds the plan around them.

    Rahul VohraLenny’s Podcast

  3. Spots false fit

    Does the output catch evidence that looks like fit but isn't, such as revenue won through custom work, a launch spike, a promotion, or a metric whose definition changed?

    Passes when Names each piece of flattering evidence in the material and explains why it isn't fit.

    Product and growth leadersOn Lenny’s Podcast

  4. Doesn't scale before fit

    Does the recommendation avoid pouring spend or headcount into segments that haven't shown fit, and say what would justify scaling them later?

    Passes when Scales only where fit is shown, and sets the evidence that would justify widening.

    Todd JacksonLenny’s Podcast

Plus our standard checks

Uses the supplied evidence correctly · Addresses the actual decision · Respects explicit constraints · Identifies material uncertainty · Avoids unsupported claims · Produces the required deliverable · Gets the base of every number right · and 3 written for each task, which you’ll see in the tasks below.

The tasks

Read the brief, then compare up to three outputs, each with the LLM judge’s verdict on every check. Highlights mark what a PM had to fix.

The brief

You're the VP Product at Minutely. Our CEO, Sam Okafor, plans to send the draft investor update below next week to open our Series A, and to hire six account executives with the money. Sam has asked you to check it. Write a memo for Sam of no more than 1,200 words: do we have product-market fit, and for whom; what in the draft is right and what isn't; what we should tell investors instead; and where the new money should go. Everything we have is attached. The files are as the teams exported them.

What the model was given8 items: About Minutely, draft_investor_update.md, pmf_survey.csv (in-app survey, September), weekly_active_by_cohort.csv (product analytics dashboard export), core_action_by_persona.csv (share of each sign-up month who shared a summary in week 4 and week 8), mrr.csv, analytics_changelog.md, market_notes.md
About MinutelyAI meeting notes: joins your calls, writes the summary, and pushes it to your tools. Free plan, Pro ($18 per user per month) and Team ($30). 41,000 weekly active users.
draft_investor_update.md5 lines · Download
# Draft investor update (CEO)

We've hit product-market fit. 38% of users say they'd be very disappointed without Minutely, right at the 40% bar, and retention is improving fast: our newest cohorts are far stickier than June's. MRR grew 28% in August.

Plan for the round: hire six account executives to sell Team plans into enterprise engineering organisations, where the seat counts are biggest.
pmf_survey.csv (in-app survey, September)response_id,persona,plan,weeks_active,answer,would_use_instead,what_they_value M2001,Engineer,Free,14,somewhat disappointed,Zoom's notes,Standup summaries M2002,Recruiter,Pro,5,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2003,Sales,Free,8,somewhat disappointed,Gong,Saves an hour a day M2004,Recruiter,Free,1,not disappointed,Our ATS notes,Scorecards fill themselves M2005,Founder,Team,12,not disappointed,Zoom's notes,Nice to have M2006,Recruiter,Pro,10,very disappointed,Nothing does this as well,I can focus on the candidate M2007,Recruiter,Free,1,not disappointed,Back to typing notes,I can focus on the candidate M2008,Sales,Pro,6,very disappointed,Back to typing notes,CRM notes after every call M2009,Founder,Free,7,somewhat disappointed,"Nothing, I'd manage",Board meeting summaries M2010,Recruiter,Team,10,very disappointed,Nothing does this as well,I can focus on the candidate M2011,Recruiter,Team,21,very disappointed,Our ATS notes,I can focus on the candidate M2012,Recruiter,Pro,4,very disappointed,Back to typing notes,Scorecards fill themselves M2013,Engineer,Pro,18,somewhat disappointed,I don't really need notes,Standup summaries M2014,Recruiter,Pro,3,very disappointed,Nothing does this as well,Scorecards fill themselves M2015,Sales,Pro,4,very disappointed,Our CRM's notes,CRM notes after every call M2016,Recruiter,Team,6,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2017,Founder,Pro,13,not disappointed,Zoom's notes,Board meeting summaries M2018,Recruiter,Free,18,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2019,Recruiter,Team,15,very disappointed,Back to typing notes,I can focus on the candidate M2020,Recruiter,Free,21,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2021,Engineer,Free,18,very disappointed,Zoom's notes,Not much M2022,Sales,Free,1,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2023,Engineer,Free,5,very disappointed,Zoom's notes,Not much M2024,Recruiter,Pro,20,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2025,Recruiter,Pro,10,very disappointed,Our ATS notes,I can focus on the candidate M2026,Sales,Team,14,not disappointed,Our CRM's notes,CRM notes after every call M2027,Sales,Free,12,very disappointed,Our CRM's notes,Saves an hour a day M2028,Recruiter,Team,12,somewhat disappointed,Nothing does this as well,I can focus on the candidate M2029,Recruiter,Pro,3,somewhat disappointed,Nothing does this as well,Scorecards fill themselves M2030,Founder,Pro,8,very disappointed,"Nothing, I'd manage",Investor call notes M2031,Recruiter,Free,18,very disappointed,Back to typing notes,Scorecards fill themselves M2032,Recruiter,Team,16,somewhat disappointed,Back to typing notes,I can focus on the candidate M2033,Founder,Pro,20,somewhat disappointed,"Nothing, I'd manage",Board meeting summaries M2034,Recruiter,Free,1,somewhat disappointed,Nothing does this as well,I can focus on the candidate M2035,Sales,Team,6,somewhat disappointed,Our CRM's notes,Saves an hour a day M2036,Engineer,Pro,13,not disappointed,I don't really need notes,Not much M2037,Recruiter,Free,19,very disappointed,Our ATS notes,Scorecards fill themselves M2038,Recruiter,Pro,5,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2039,Founder,Team,21,somewhat disappointed,"Nothing, I'd manage",Board meeting summaries M2040,Recruiter,Pro,3,very disappointed,Nothing does this as well,Scorecards fill themselves M2041,Sales,Pro,2,somewhat disappointed,Our CRM's notes,CRM notes after every call M2042,Sales,Pro,8,very disappointed,Gong,Saves an hour a day M2043,Recruiter,Free,11,very disappointed,Our ATS notes,I can focus on the candidate M2044,Sales,Pro,20,very disappointed,Our CRM's notes,Saves an hour a day M2045,Sales,Pro,5,not disappointed,Our CRM's notes,Follow-up emails drafted M2046,Founder,Free,1,not disappointed,"Nothing, I'd manage",Investor call notes M2047,Sales,Team,2,very disappointed,Back to typing notes,CRM notes after every call M2048,Engineer,Team,15,somewhat disappointed,I don't really need notes,Standup summaries M2049,Sales,Team,4,somewhat disappointed,Back to typing notes,Follow-up emails drafted M2050,Sales,Free,5,somewhat disappointed,Gong,Follow-up emails drafted M2051,Sales,Pro,13,not disappointed,Back to typing notes,Saves an hour a day M2052,Recruiter,Pro,5,very disappointed,Our ATS notes,Candidate summaries straight into our ATS M2053,Founder,Free,12,not disappointed,Zoom's notes,Investor call notes M2054,Founder,Pro,14,somewhat disappointed,Zoom's notes,Board meeting summaries M2055,Recruiter,Free,0,not disappointed,Nothing does this as well,I can focus on the candidate M2056,Recruiter,Team,4,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2057,Founder,Pro,16,very disappointed,Otter,Investor call notes M2058,Recruiter,Pro,17,very disappointed,Nothing does this as well,Scorecards fill themselves M2059,Engineer,Free,1,somewhat disappointed,Nothing,Standup summaries M2060,Sales,Team,3,somewhat disappointed,Our CRM's notes,Saves an hour a day M2061,Engineer,Pro,18,somewhat disappointed,Nothing,Occasionally useful M2062,Founder,Free,10,very disappointed,"Nothing, I'd manage",Board meeting summaries M2063,Sales,Free,0,not disappointed,Our CRM's notes,CRM notes after every call M2064,Recruiter,Pro,18,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2065,Recruiter,Free,19,very disappointed,Nothing does this as well,I can focus on the candidate M2066,Founder,Free,19,very disappointed,Zoom's notes,Board meeting summaries M2067,Sales,Pro,9,not disappointed,Gong,Saves an hour a day M2068,Founder,Team,6,somewhat disappointed,Zoom's notes,Nice to have M2069,Sales,Free,11,very disappointed,Our CRM's notes,Follow-up emails drafted M2070,Sales,Pro,16,very disappointed,Back to typing notes,Saves an hour a day M2071,Sales,Free,14,very disappointed,Our CRM's notes,Follow-up emails drafted M2072,Founder,Pro,17,very disappointed,"Nothing, I'd manage",Board meeting summaries M2073,Sales,Free,1,somewhat disappointed,Back to typing notes,Follow-up emails drafted M2074,Engineer,Pro,18,very disappointed,Nothing,Standup summaries M2075,Sales,Free,1,not disappointed,Our CRM's notes,Saves an hour a day M2076,Recruiter,Free,17,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2077,Recruiter,Free,10,very disappointed,Our ATS notes,Scorecards fill themselves M2078,Engineer,Free,0,not disappointed,Zoom's notes,Standup summaries M2079,Founder,Pro,10,not disappointed,Zoom's notes,Board meeting summaries M2080,Recruiter,Free,1,not disappointed,Back to typing notes,Candidate summaries straight into our ATS M2081,Recruiter,Free,7,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2082,Founder,Pro,17,very disappointed,Otter,Board meeting summaries M2083,Engineer,Team,12,somewhat disappointed,I don't really need notes,Standup summaries M2084,Sales,Pro,15,very disappointed,Back to typing notes,Saves an hour a day M2085,Recruiter,Free,0,very disappointed,Our ATS notes,Candidate summaries straight into our ATS M2086,Sales,Pro,21,very disappointed,Back to typing notes,Saves an hour a day M2087,Founder,Pro,13,very disappointed,Otter,Nice to have M2088,Engineer,Free,20,very disappointed,Nothing,Not much M2089,Recruiter,Free,0,very disappointed,Our ATS notes,I can focus on the candidate M2090,Sales,Team,5,very disappointed,Gong,Follow-up emails drafted M2091,Engineer,Pro,6,not disappointed,I don't really need notes,Not much M2092,Recruiter,Free,18,very disappointed,Back to typing notes,I can focus on the candidate M2093,Sales,Pro,6,somewhat disappointed,Gong,CRM notes after every call M2094,Recruiter,Pro,4,very disappointed,Back to typing notes,I can focus on the candidate M2095,Sales,Free,0,somewhat disappointed,Our CRM's notes,Saves an hour a day M2096,Recruiter,Free,15,very disappointed,Our ATS notes,Candidate summaries straight into our ATS M2097,Recruiter,Pro,2,very disappointed,Nothing does this as well,I can focus on the candidate M2098,Engineer,Pro,13,not disappointed,Zoom's notes,Standup summaries M2099,Recruiter,Pro,5,somewhat disappointed,Back to typing notes,I can focus on the candidate M2100,Recruiter,Pro,16,very disappointed,Our ATS notes,I can focus on the candidate M2101,Sales,Pro,19,very disappointed,Back to typing notes,Saves an hour a day M2102,Sales,Free,1,very disappointed,Gong,CRM notes after every call M2103,Engineer,Pro,4,somewhat disappointed,Nothing,Standup summaries M2104,Recruiter,Free,0,somewhat disappointed,Our ATS notes,Candidate summaries straight into our ATS M2105,Founder,Free,0,not disappointed,Zoom's notes,Investor call notes M2106,Recruiter,Team,16,very disappointed,Our ATS notes,I can focus on the candidate M2107,Sales,Free,14,very disappointed,Gong,Follow-up emails drafted M2108,Sales,Free,1,somewhat disappointed,Gong,Follow-up emails drafted M2109,Engineer,Free,1,somewhat disappointed,Nothing,Not much M2110,Founder,Team,19,not disappointed,"Nothing, I'd manage",Nice to have M2111,Sales,Pro,4,not disappointed,Back to typing notes,CRM notes after every call M2112,Sales,Free,0,somewhat disappointed,Gong,Saves an hour a day M2113,Sales,Pro,10,very disappointed,Our CRM's notes,CRM notes after every call M2114,Engineer,Team,14,somewhat disappointed,Nothing,Not much M2115,Founder,Pro,17,not disappointed,"Nothing, I'd manage",Nice to have M2116,Engineer,Free,0,not disappointed,I don't really need notes,Not much M2117,Founder,Free,0,not disappointed,Otter,Nice to have M2118,Founder,Pro,5,very disappointed,Zoom's notes,Nice to have M2119,Sales,Free,1,not disappointed,Gong,Saves an hour a day M2120,Engineer,Pro,13,somewhat disappointed,I don't really need notes,Not much M2121,Recruiter,Team,6,very disappointed,Back to typing notes,I can focus on the candidate M2122,Sales,Pro,8,very disappointed,Back to typing notes,CRM notes after every call M2123,Engineer,Pro,3,not disappointed,I don't really need notes,Standup summaries M2124,Recruiter,Team,12,very disappointed,Our ATS notes,I can focus on the candidate M2125,Recruiter,Free,1,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2126,Sales,Team,21,somewhat disappointed,Back to typing notes,Follow-up emails drafted M2127,Recruiter,Pro,17,not disappointed,Our ATS notes,I can focus on the candidate M2128,Sales,Pro,15,somewhat disappointed,Back to typing notes,CRM notes after every call M2129,Sales,Team,7,very disappointed,Our CRM's notes,CRM notes after every call M2130,Sales,Free,10,very disappointed,Gong,Saves an hour a day M2131,Engineer,Free,0,not disappointed,I don't really need notes,Occasionally useful M2132,Recruiter,Team,11,somewhat disappointed,Our ATS notes,I can focus on the candidate M2133,Recruiter,Pro,5,very disappointed,Our ATS notes,Scorecards fill themselves M2134,Engineer,Pro,4,not disappointed,I don't really need notes,Standup summaries M2135,Founder,Free,1,somewhat disappointed,Otter,Investor call notes M2136,Recruiter,Free,0,not disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2137,Sales,Free,13,very disappointed,Gong,Saves an hour a day M2138,Recruiter,Pro,4,very disappointed,Nothing does this as well,Scorecards fill themselves M2139,Recruiter,Free,13,somewhat disappointed,Back to typing notes,Scorecards fill themselves M2140,Sales,Team,11,very disappointed,Back to typing notes,Follow-up emails drafted M2141,Engineer,Pro,7,not disappointed,Nothing,Standup summaries M2142,Engineer,Free,7,somewhat disappointed,Nothing,Not much M2143,Engineer,Free,0,not disappointed,Zoom's notes,Standup summaries M2144,Founder,Pro,8,not disappointed,Otter,Nice to have M2145,Sales,Free,6,somewhat disappointed,Our CRM's notes,Saves an hour a day M2146,Engineer,Free,2,somewhat disappointed,I don't really need notes,Not much M2147,Sales,Pro,8,somewhat disappointed,Our CRM's notes,Saves an hour a day M2148,Recruiter,Free,0,somewhat disappointed,Back to typing notes,Scorecards fill themselves M2149,Sales,Pro,2,somewhat disappointed,Our CRM's notes,CRM notes after every call M2150,Recruiter,Pro,5,very disappointed,Nothing does this as well,I can focus on the candidate M2151,Founder,Free,1,not disappointed,Otter,Board meeting summaries M2152,Recruiter,Pro,18,very disappointed,Nothing does this as well,Scorecards fill themselves M2153,Sales,Pro,20,very disappointed,Back to typing notes,Follow-up emails drafted M2154,Recruiter,Pro,20,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2155,Engineer,Free,0,not disappointed,Nothing,Standup summaries M2156,Recruiter,Free,1,somewhat disappointed,Nothing does this as well,I can focus on the candidate M2157,Engineer,Free,0,somewhat disappointed,Zoom's notes,Standup summaries M2158,Founder,Free,1,not disappointed,Zoom's notes,Board meeting summaries M2159,Sales,Pro,6,somewhat disappointed,Back to typing notes,CRM notes after every call M2160,Engineer,Free,16,somewhat disappointed,I don't really need notes,Occasionally useful M2161,Founder,Free,10,not disappointed,Zoom's notes,Investor call notes M2162,Sales,Free,1,not disappointed,Gong,Saves an hour a day M2163,Founder,Free,1,somewhat disappointed,Zoom's notes,Investor call notes M2164,Engineer,Team,3,somewhat disappointed,Nothing,Standup summaries M2165,Recruiter,Pro,7,not disappointed,Nothing does this as well,Scorecards fill themselves M2166,Recruiter,Pro,13,very disappointed,Back to typing notes,Scorecards fill themselves M2167,Engineer,Team,5,very disappointed,Zoom's notes,Not much M2168,Sales,Team,18,not disappointed,Our CRM's notes,Follow-up emails drafted M2169,Sales,Free,0,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2170,Sales,Free,10,very disappointed,Gong,Saves an hour a day M2171,Sales,Pro,17,somewhat disappointed,Gong,Saves an hour a day M2172,Founder,Pro,7,somewhat disappointed,Otter,Board meeting summaries M2173,Founder,Free,7,somewhat disappointed,Zoom's notes,Investor call notes M2174,Founder,Team,16,very disappointed,Zoom's notes,Investor call notes M2175,Sales,Free,0,very disappointed,Our CRM's notes,Saves an hour a day M2176,Sales,Pro,6,very disappointed,Gong,Follow-up emails drafted M2177,Recruiter,Pro,9,very disappointed,Our ATS notes,Scorecards fill themselves M2178,Founder,Free,14,somewhat disappointed,Otter,Board meeting summaries M2179,Recruiter,Pro,12,somewhat disappointed,Back to typing notes,I can focus on the candidate M2180,Sales,Pro,10,very disappointed,Gong,CRM notes after every call M2181,Founder,Team,7,somewhat disappointed,Otter,Nice to have M2182,Engineer,Free,20,not disappointed,Zoom's notes,Not much M2183,Engineer,Free,1,not disappointed,I don't really need notes,Not much M2184,Sales,Pro,9,not disappointed,Our CRM's notes,CRM notes after every call M2185,Recruiter,Free,1,somewhat disappointed,Nothing does this as well,Scorecards fill themselves M2186,Founder,Pro,6,very disappointed,"Nothing, I'd manage",Investor call notes M2187,Engineer,Pro,11,not disappointed,I don't really need notes,Standup summaries M2188,Sales,Pro,11,very disappointed,Gong,Follow-up emails drafted M2189,Founder,Free,16,somewhat disappointed,"Nothing, I'd manage",Nice to have M2190,Recruiter,Pro,4,somewhat disappointed,Our ATS notes,Candidate summaries straight into our ATS M2191,Founder,Pro,5,somewhat disappointed,"Nothing, I'd manage",Nice to have M2192,Recruiter,Pro,4,somewhat disappointed,Nothing does this as well,Scorecards fill themselves M2193,Sales,Free,0,very disappointed,Gong,Follow-up emails drafted M2194,Founder,Team,12,not disappointed,Zoom's notes,Nice to have M2195,Sales,Free,4,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2196,Sales,Pro,14,very disappointed,Back to typing notes,Saves an hour a day M2197,Founder,Free,1,not disappointed,"Nothing, I'd manage",Nice to have M2198,Founder,Pro,12,very disappointed,Otter,Nice to have M2199,Recruiter,Free,15,very disappointed,Nothing does this as well,I can focus on the candidate M2200,Founder,Free,3,very disappointed,"Nothing, I'd manage",Nice to have M2201,Recruiter,Team,13,not disappointed,Our ATS notes,Candidate summaries straight into our ATS M2202,Recruiter,Free,1,not disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2203,Recruiter,Free,1,somewhat disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2204,Recruiter,Team,3,somewhat disappointed,Nothing does this as well,I can focus on the candidate M2205,Sales,Free,1,somewhat disappointed,Back to typing notes,CRM notes after every call M2206,Sales,Pro,2,not disappointed,Our CRM's notes,Saves an hour a day M2207,Founder,Team,3,not disappointed,"Nothing, I'd manage",Board meeting summaries M2208,Founder,Free,0,somewhat disappointed,Otter,Nice to have M2209,Founder,Free,1,very disappointed,"Nothing, I'd manage",Nice to have M2210,Sales,Pro,14,not disappointed,Gong,Saves an hour a day M2211,Sales,Team,5,very disappointed,Our CRM's notes,CRM notes after every call M2212,Recruiter,Team,8,somewhat disappointed,Back to typing notes,Scorecards fill themselves M2213,Recruiter,Pro,9,very disappointed,Our ATS notes,Scorecards fill themselves M2214,Engineer,Team,2,not disappointed,I don't really need notes,Occasionally useful M2215,Sales,Pro,2,very disappointed,Gong,CRM notes after every call M2216,Sales,Free,1,not disappointed,Our CRM's notes,Follow-up emails drafted M2217,Founder,Free,16,somewhat disappointed,Otter,Nice to have M2218,Engineer,Free,0,not disappointed,I don't really need notes,Occasionally useful M2219,Founder,Free,1,not disappointed,Zoom's notes,Nice to have M2220,Recruiter,Team,7,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2221,Sales,Team,13,somewhat disappointed,Our CRM's notes,CRM notes after every call M2222,Founder,Free,0,somewhat disappointed,"Nothing, I'd manage",Investor call notes M2223,Founder,Free,6,very disappointed,Otter,Board meeting summaries M2224,Engineer,Pro,13,not disappointed,Zoom's notes,Standup summaries M2225,Recruiter,Free,13,not disappointed,Our ATS notes,I can focus on the candidate M2226,Engineer,Pro,18,not disappointed,I don't really need notes,Not much M2227,Founder,Free,5,very disappointed,Otter,Nice to have M2228,Sales,Pro,4,not disappointed,Gong,CRM notes after every call M2229,Engineer,Pro,9,very disappointed,Zoom's notes,Standup summaries M2230,Sales,Pro,15,very disappointed,Back to typing notes,CRM notes after every call M2231,Founder,Team,21,very disappointed,"Nothing, I'd manage",Nice to have M2232,Founder,Free,1,somewhat disappointed,Zoom's notes,Nice to have M2233,Recruiter,Free,6,somewhat disappointed,Nothing does this as well,I can focus on the candidate M2234,Recruiter,Free,15,very disappointed,Our ATS notes,Candidate summaries straight into our ATS M2235,Sales,Pro,21,somewhat disappointed,Gong,CRM notes after every call M2236,Founder,Team,4,somewhat disappointed,Otter,Nice to have M2237,Recruiter,Free,20,somewhat disappointed,Back to typing notes,I can focus on the candidate M2238,Recruiter,Pro,8,not disappointed,Back to typing notes,Candidate summaries straight into our ATS M2239,Sales,Free,2,very disappointed,Back to typing notes,CRM notes after every call M2240,Recruiter,Pro,4,somewhat disappointed,Back to typing notes,I can focus on the candidate M2241,Founder,Pro,13,somewhat disappointed,Otter,Nice to have M2242,Recruiter,Team,18,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2243,Founder,Free,0,very disappointed,Otter,Investor call notes M2244,Founder,Free,10,very disappointed,Otter,Nice to have M2245,Sales,Free,5,somewhat disappointed,Gong,Follow-up emails drafted M2246,Founder,Team,18,very disappointed,"Nothing, I'd manage",Board meeting summaries M2247,Recruiter,Free,17,very disappointed,Our ATS notes,Scorecards fill themselves M2248,Recruiter,Pro,10,somewhat disappointed,Back to typing notes,I can focus on the candidate M2249,Sales,Free,1,not disappointed,Gong,Follow-up emails drafted M2250,Recruiter,Free,1,very disappointed,Our ATS notes,Candidate summaries straight into our ATS M2251,Engineer,Free,0,not disappointed,Zoom's notes,Not much M2252,Sales,Pro,21,very disappointed,Our CRM's notes,Saves an hour a day M2253,Sales,Free,0,not disappointed,Back to typing notes,Saves an hour a day M2254,Sales,Free,1,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2255,Engineer,Pro,5,not disappointed,Zoom's notes,Not much M2256,Sales,Pro,2,somewhat disappointed,Gong,Saves an hour a day M2257,Sales,Free,2,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2258,Sales,Pro,8,very disappointed,Back to typing notes,CRM notes after every call M2259,Sales,Free,1,not disappointed,Our CRM's notes,CRM notes after every call M2260,Founder,Free,1,somewhat disappointed,Zoom's notes,Investor call notes M2261,Sales,Free,0,not disappointed,Gong,CRM notes after every call M2262,Sales,Pro,18,somewhat disappointed,Back to typing notes,CRM notes after every call M2263,Founder,Free,18,somewhat disappointed,"Nothing, I'd manage",Investor call notes M2264,Recruiter,Pro,4,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2265,Engineer,Free,1,somewhat disappointed,Zoom's notes,Occasionally useful M2266,Sales,Free,0,somewhat disappointed,Our CRM's notes,Saves an hour a day M2267,Engineer,Free,18,very disappointed,Nothing,Standup summaries M2268,Recruiter,Free,10,very disappointed,Our ATS notes,Scorecards fill themselves M2269,Sales,Free,1,not disappointed,Our CRM's notes,Follow-up emails drafted M2270,Sales,Pro,3,not disappointed,Gong,CRM notes after every call M2271,Sales,Pro,7,very disappointed,Our CRM's notes,Saves an hour a day M2272,Engineer,Free,0,not disappointed,Zoom's notes,Occasionally useful M2273,Founder,Free,1,not disappointed,Otter,Board meeting summaries M2274,Founder,Free,1,not disappointed,Otter,Investor call notes M2275,Sales,Team,19,very disappointed,Gong,Saves an hour a day M2276,Sales,Pro,6,somewhat disappointed,Gong,Follow-up emails drafted M2277,Recruiter,Pro,7,not disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2278,Sales,Free,0,not disappointed,Back to typing notes,Saves an hour a day M2279,Sales,Free,1,not disappointed,Back to typing notes,CRM notes after every call M2280,Recruiter,Free,1,somewhat disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2281,Recruiter,Team,3,somewhat disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2282,Engineer,Free,0,somewhat disappointed,Zoom's notes,Standup summaries M2283,Sales,Free,0,somewhat disappointed,Back to typing notes,CRM notes after every call M2284,Founder,Free,0,not disappointed,Otter,Nice to have M2285,Sales,Pro,5,very disappointed,Back to typing notes,Follow-up emails drafted M2286,Sales,Pro,16,very disappointed,Our CRM's notes,Saves an hour a day M2287,Sales,Pro,18,somewhat disappointed,Back to typing notes,Saves an hour a day M2288,Founder,Free,0,somewhat disappointed,Zoom's notes,Investor call notes M2289,Engineer,Free,1,not disappointed,I don't really need notes,Not much M2290,Sales,Team,21,very disappointed,Back to typing notes,CRM notes after every call M2291,Engineer,Free,1,somewhat disappointed,Nothing,Not much M2292,Sales,Pro,11,somewhat disappointed,Gong,Follow-up emails drafted M2293,Founder,Pro,19,somewhat disappointed,Otter,Nice to have M2294,Engineer,Pro,21,somewhat disappointed,I don't really need notes,Not much M2295,Sales,Free,19,somewhat disappointed,Our CRM's notes,CRM notes after every call M2296,Sales,Free,1,somewhat disappointed,Back to typing notes,CRM notes after every call M2297,Engineer,Pro,8,not disappointed,I don't really need notes,Not much M2298,Sales,Free,1,not disappointed,Gong,CRM notes after every call M2299,Sales,Team,7,very disappointed,Back to typing notes,CRM notes after every call M2300,Founder,Team,9,very disappointed,Zoom's notes,Nice to have M2301,Engineer,Pro,21,very disappointed,Nothing,Not much M2302,Engineer,Free,7,very disappointed,Zoom's notes,Standup summaries M2303,Recruiter,Free,1,somewhat disappointed,Back to typing notes,Scorecards fill themselves M2304,Sales,Free,0,not disappointed,Our CRM's notes,CRM notes after every call M2305,Recruiter,Free,8,not disappointed,Our ATS notes,Scorecards fill themselves M2306,Sales,Pro,10,not disappointed,Back to typing notes,Saves an hour a day M2307,Recruiter,Pro,2,very disappointed,Nothing does this as well,I can focus on the candidate M2308,Recruiter,Pro,13,very disappointed,Nothing does this as well,Scorecards fill themselves M2309,Recruiter,Pro,5,not disappointed,Back to typing notes,I can focus on the candidate M2310,Sales,Team,21,somewhat disappointed,Gong,Saves an hour a day M2311,Engineer,Pro,15,not disappointed,I don't really need notes,Occasionally useful M2312,Sales,Pro,7,somewhat disappointed,Back to typing notes,Saves an hour a day M2313,Engineer,Pro,2,very disappointed,Zoom's notes,Occasionally useful M2314,Engineer,Team,12,not disappointed,Zoom's notes,Not much M2315,Founder,Free,15,very disappointed,"Nothing, I'd manage",Investor call notes M2316,Founder,Free,10,very disappointed,"Nothing, I'd manage",Nice to have M2317,Sales,Free,0,somewhat disappointed,Our CRM's notes,Saves an hour a day M2318,Sales,Pro,17,somewhat disappointed,Gong,Follow-up emails drafted M2319,Engineer,Free,12,somewhat disappointed,I don't really need notes,Standup summaries M2320,Sales,Free,16,somewhat disappointed,Gong,Saves an hour a day M2321,Engineer,Pro,12,very disappointed,Nothing,Not much M2322,Recruiter,Team,7,somewhat disappointed,Our ATS notes,Scorecards fill themselves M2323,Engineer,Pro,3,not disappointed,I don't really need notes,Occasionally useful M2324,Sales,Pro,8,somewhat disappointed,Our CRM's notes,Follow-up emails drafted M2325,Engineer,Pro,15,not disappointed,Nothing,Not much M2326,Sales,Team,14,very disappointed,Back to typing notes,Follow-up emails drafted M2327,Founder,Team,21,somewhat disappointed,Zoom's notes,Investor call notes M2328,Sales,Team,14,very disappointed,Gong,CRM notes after every call M2329,Sales,Free,9,very disappointed,Gong,Saves an hour a day M2330,Founder,Free,14,not disappointed,Otter,Nice to have M2331,Sales,Pro,19,somewhat disappointed,Gong,Saves an hour a day M2332,Engineer,Pro,4,somewhat disappointed,Zoom's notes,Not much M2333,Sales,Free,0,not disappointed,Back to typing notes,Saves an hour a day M2334,Sales,Pro,7,very disappointed,Our CRM's notes,Saves an hour a day M2335,Sales,Free,9,somewhat disappointed,Our CRM's notes,CRM notes after every call M2336,Engineer,Free,1,not disappointed,Nothing,Not much M2337,Sales,Free,3,not disappointed,Our CRM's notes,CRM notes after every call M2338,Founder,Free,4,very disappointed,Zoom's notes,Board meeting summaries M2339,Engineer,Pro,18,not disappointed,I don't really need notes,Occasionally useful M2340,Engineer,Free,0,somewhat disappointed,Zoom's notes,Not much M2341,Recruiter,Free,13,very disappointed,Our ATS notes,Scorecards fill themselves M2342,Sales,Team,5,very disappointed,Back to typing notes,CRM notes after every call M2343,Engineer,Team,4,somewhat disappointed,Zoom's notes,Not much M2344,Founder,Pro,5,very disappointed,Zoom's notes,Nice to have M2345,Founder,Pro,15,somewhat disappointed,"Nothing, I'd manage",Investor call notes M2346,Founder,Team,4,somewhat disappointed,"Nothing, I'd manage",Investor call notes M2347,Engineer,Free,1,very disappointed,I don't really need notes,Not much M2348,Recruiter,Pro,11,very disappointed,Back to typing notes,Scorecards fill themselves M2349,Founder,Free,21,not disappointed,"Nothing, I'd manage",Board meeting summaries M2350,Recruiter,Free,0,not disappointed,Our ATS notes,Candidate summaries straight into our ATS M2351,Recruiter,Pro,17,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2352,Recruiter,Pro,12,very disappointed,Back to typing notes,I can focus on the candidate M2353,Sales,Free,5,not disappointed,Gong,Follow-up emails drafted M2354,Engineer,Free,1,not disappointed,I don't really need notes,Standup summaries M2355,Founder,Pro,4,somewhat disappointed,Zoom's notes,Nice to have M2356,Sales,Free,13,very disappointed,Gong,Follow-up emails drafted M2357,Recruiter,Free,0,very disappointed,Back to typing notes,Candidate summaries straight into our ATS M2358,Recruiter,Team,8,very disappointed,Nothing does this as well,Candidate summaries straight into our ATS M2359,Founder,Free,8,not disappointed,Otter,Investor call notes M2360,Founder,Free,0,somewhat disappointed,Zoom's notes,Board meeting summaries
weekly_active_by_cohort.csv (product analytics dashboard export)cohort_week_starting,signups,week_1_active_pct,week_2_active_pct,week_3_active_pct,week_4_active_pct,week_5_active_pct,week_6_active_pct,week_7_active_pct,week_8_active_pct,week_9_active_pct,week_10_active_pct,week_11_active_pct,week_12_active_pct 2026-06-01,1491,62.5,47.4,39.6,35.5,30.9,28.7,27.3,25.7,38.6,39.4,38.2,38.5 2026-06-08,1710,62.5,48.4,40.0,35.1,30.6,28.6,27.4,39.6,39.2,39.5,38.5,38.1 2026-06-15,1424,62.4,48.1,40.6,34.8,30.7,28.9,40.7,39.9,38.5,39.1,37.9,38.1 2026-06-22,1546,61.7,48.3,39.7,34.8,31.1,42.5,40.5,39.7,39.0,38.8,38.3,37.7 2026-06-29,1672,62.6,48.1,39.4,35.0,44.5,42.5,41.1,40.5,38.8,38.8,37.4,38.2 2026-07-06,1773,61.8,48.4,39.9,48.7,44.6,43.4,40.9,40.6,39.1,38.6,37.4,38.2 2026-07-13,1638,61.8,48.5,54.3,49.3,45.3,43.4,40.7,40.5,38.7,38.9,38.4,37.9 2026-07-20,1831,62.3,61.9,54.1,49.4,44.9,43.1,41.0,40.4,38.4,38.9,38.4, 2026-07-27,1522,76.2,62.4,54.3,48.5,44.8,43.4,41.4,40.4,39.4,38.8,, 2026-08-03,1687,75.7,61.8,54.1,49.1,45.1,42.9,40.8,40.0,38.6,,, 2026-08-10,1769,76.4,62.2,53.7,48.4,45.5,43.2,41.0,39.4,,,, 2026-08-17,1731,75.6,61.6,53.9,48.5,44.4,43.4,41.5,,,,, 2026-08-24,1453,76.1,62.3,54.3,49.6,44.9,43.0,,,,,, 2026-08-31,1603,76.5,61.6,54.1,48.5,45.4,,,,,,, 2026-09-07,1765,66.5,54.2,48.3,44.0,,,,,,,, 2026-09-14,1652,67.2,54.5,47.7,,,,,,,,,
core_action_by_persona.csv (share of each sign-up month who shared a summary in week 4 and week 8)persona,signup_month,week_4_shared_a_summary_pct,week_8_shared_a_summary_pct Recruiter,2026-06,66,58 Recruiter,2026-07,65,57 Recruiter,2026-08,66,58 Recruiter,2026-09,57, Sales,2026-06,50,41 Sales,2026-07,49,40 Sales,2026-08,51,42 Sales,2026-09,44, Founder,2026-06,39,30 Founder,2026-07,38,29 Founder,2026-08,40,31 Founder,2026-09,34, Engineer,2026-06,19,13 Engineer,2026-07,18,12 Engineer,2026-08,18,12 Engineer,2026-09,15,
mrr.csv4 rows · Download
month,mrr_usd,new_mrr_usd,churned_mrr_usd,note
2026-06,182000,21000,7400,
2026-07,196000,22100,8100,
2026-08,251000,63800,8800,"Team plan annual prepay promotion, 40% off, ran 1-31 Aug"
2026-09,262000,21500,10500,
analytics_changelog.md5 lines · Download
# Analytics changelog

- 2026-07-14: Added persona to sign-up (self-reported).
- 2026-08-03: "Active user" now includes opening the daily summary email, as well as recording, opening or sharing a summary in the app. Requested by Growth so email engagement counts.
- 2026-09-01: Added "shared a summary" as a tracked core action; backfilled to June from event logs.
market_notes.md5 lines · Download
# Market notes (from the CEO's chief of staff)

- 8 Sep 2026: Zoom announced free AI meeting notes for every paid Zoom plan.
- Two Team-plan customers asked in September whether they still need us "now that Zoom does this".
- Our closest paid competitors (Otter, Fathom) haven't changed pricing.
What a strong answer doesThe answer key the graders mark against

Says Minutely has fit with recruiters and probably sales teams, not with everyone, and that the draft overstates it in three ways. (1) The survey: 38% is a blend that includes 90 people who've used Minutely for under two weeks (11% very disappointed); among established users it's 47%, and by persona 62% of recruiters and 49% of sales users against 24% of engineers. The case for fit is stronger and narrower than the draft says. (2) Retention isn't 'improving fast': from 3 August 'active' includes opening the summary email, so every cohort's curve jumps about 14 points that week, and August cohorts only look stickier because of the definition. On the consistent core action (shared a summary), week-8 retention is flat across June to August for each persona, and September cohorts' week-4 retention fell (recruiters 66 to 57, sales 51 to 44) after Zoom launched free notes on 8 September: an early erosion signal the draft ignores. (3) August's 28% MRR growth is mostly the Team annual prepay promotion at 40% off (new MRR $63,800 against about $21,500 in a normal month), not demand. Recommends not hiring AEs to sell into enterprise engineering, the persona with the weakest fit and the most exposure to Zoom; put the money into recruiters and sales teams (integrations with ATS and CRM, where value is specific). Rewrites the investor message honestly (strong fit in a named segment, with the consistent retention numbers) and fixes the active-user definition.

Critical failures (cap the score at 40)
  • Endorses sending the draft's claim that retention is improving fast
  • Recommends hiring the six AEs to sell into enterprise engineering organisations
Task

Staff-level · v1.0

The outputs

8 setups answered this brief.

GPT-6 AstraChatGPT98Usable with a quick editGPT-6.1 SolAPI85Needs more workHaiku 5.5API85Usable with a quick editOpus 5.5Claude80Usable with a quick editGPT-6 LunaAPI78Needs more workSonnet 5.5API78Usable with a quick editGemini 3.8 FlashAPI58Needs more workGemini 3.5 Flash-LiteGemini50Needs more work
GPT-6.1 SolAPI

Needs more than a quick edit12 of 14 checks passed

The memo contains a factual error about the cohort jump aligning with the August 3 definition change; a PM would need to correct that before use. Otherwise the reasoning is sound, but the error undermines a key piece of evidence.

Output

To: Sam Okafor From: VP Product Subject: Series A: fund the recruiting workflow, not an enterprise-engineering sales expansion

Recommendation

We have credible early evidence of product-market fit among recruiters, promising evidence among sales users, and weak evidence among engineers and founders. We have not established company-wide PMF or a repeatable enterprise sales motion.

Rewrite the update before sending it. Raise to strengthen and commercialise the recruiting workflow—not to hire six account executives into our weakest demonstrated segment.

1. Where we have fit—and what remains unproven

The survey’s headline is mathematically correct: 137 of 360 respondents, or 38.1%, would be “very disappointed” without Minutely. But the aggregate conceals materially different customer experiences.

It also includes 90 respondents with only zero or one week active. As an exposure sensitivity check, excluding those respondents produces:

PersonaAll respondents: very disappointedRespondents with ≥2 weeks active
------:---:
Recruiter54/100 — 54.0%50/80 — 62.5%
Sales47/120 — 39.2%44/90 — 48.9%
Founder24/80 — 30.0%22/60 — 36.7%
Engineer12/60 — 20.0%11/40 — 27.5%
Total137/360 — 38.1%127/270 — 47.0%

This is a disclosed sensitivity analysis, not permission to replace 38% with the most flattering number. Two weeks active does not prove meaningful product exposure, and an in-app survey misses many users who already left. We lack response rates and representativeness checks. The 40% heuristic is a diagnostic, not a certification.

Recruiters are the strongest segment because sentiment and behaviour agree. Across June–August signup months, 65–66% shared a summary in week four and 57–58% in week eight. They value candidate summaries pushed into the ATS, populated scorecards, and being able to focus on the candidate. Their alternatives include manual note-taking and inferior ATS notes. The product’s advantage appears to be completing a recruiting workflow, not merely generating a transcript.

Sales is a plausible second segment: 40–42% shared a summary in week eight, with value around CRM notes, follow-ups and time saved. Validate it without splitting our initial focus.

Engineering is the wrong expansion thesis: only 12–13% shared a summary in week eight. Founders are also weaker, at 29–31%.

These are user-level signals. We cannot yet identify the winning recruiting company size, buyer, acquisition channel or contract structure. Nor do the exports establish paid-account retention, expansion, gross margin or sales efficiency. We should call recruiter PMF credible but provisional—not claim proven enterprise PMF.

2. What the draft gets right—and wrong

“38% … right at the 40% bar”

The calculation is right; the conclusion is not. It is below the heuristic, and averaging across personas obscures the strongest opportunity. We should report the segment evidence and its limitations.

“Retention is improving fast”

This is not supported.

On August 3, “active” expanded to include opening the daily summary email. The cohort increases line up with that calendar change: June 1 jumps in week nine, June 8 in week eight, June 15 in week seven, and so on. This is strong evidence of a measurement discontinuity, not progressively better cohorts.

The consistently defined core-action export shows essentially flat June–August performance within every persona. September week-four sharing is lower across all four segments—for example, recruiters fall to 57% and sales to 44%. September week-eight results are unavailable.

Recompute activity using one definition throughout. Also audit denominator and persona provenance: persona collection began July 14, so the source of historical labels needs explanation. The two exports should not be treated as interchangeable measures of retention.

“MRR grew 28% in August”

Correct: $196,000 to $251,000 is 28.1% growth. But August included a 40%-off annual Team prepay promotion. New MRR rose to $63,800 versus roughly $21,000–$22,000 in surrounding months; September growth slowed to 4.4%, reaching $262,000.

The promotion does not automatically invalidate MRR. Finance should verify that annual contracts are recognised monthly at their actual discounted recurring value, not counted as upfront cash. Disclose the promotion and track those customers’ usage, renewal and subsequent expansion before presenting August as repeatable momentum.

“Enterprise engineering … where seat counts are biggest”

Seat potential is not demand. We have no evidence of enterprise engineering buyers, repeatable wins or attractive economics—and engineering has our weakest behavioural results.

Zoom’s September 8 free-notes announcement, plus two Team customers questioning our necessity, makes generic notes a particularly risky proposition. It may contribute to September weakness, but these data do not establish causation.

3. What we should tell investors instead

Suggested replacement:

> Minutely has 41,000 weekly active users under our current definition and $262,000 in September MRR. Our strongest evidence of product-market fit is in recruiting: 54% of recruiter survey respondents would be very disappointed without us, rising to 62.5% among those with at least two weeks active. June–August recruiter cohorts show 57–58% sharing a summary in week eight. > > Recruiters value interview documentation delivered into their ATS and scorecards—not just meeting notes. Sales is a promising adjacent segment. > > August MRR grew 28.1%, supported by a discounted annual Team promotion; September grew 4.4%. Our headline activity metric changed in August, so we are not claiming a demonstrated retention improvement. We are raising to deepen the recruiting workflow, improve activation and prove repeatable paid retention and acquisition before scaling sales.

Make the metric definitions, survey denominators and promotion treatment available in diligence.

4. Where the new money should go

Do not hire six AEs now. Proposed allocation:

  • 45%: Recruiting workflow and reliability. Prioritise ATS delivery, useful structured scorecards, summary quality, meeting capture and integration reliability. Validate consent, permissions and data-handling requirements with target recruiting buyers.
  • 25%: Activation and retention. Shorten time to the first successful interview-to-ATS outcome. Investigate September’s decline and measure repeated workflow completion, not email opens.
  • 20%: Focused commercial validation and customer success. Founder-led selling, onboarding and a small recruiting-focused commercial team; at most one initial AE after clarifying the buyer and offer.
  • 10%: Measurement and economics. Consistent event definitions, historical-data audits, paid-account cohorts, promotion tracking, inference costs and acquisition economics.

Release further sales hiring only after we demonstrate repeatable wins in a defined recruiting ICP, sustained paid retention, credible gross margins and acceptable acquisition payback.

The Series A should scale a validated recruiting workflow—not purchase six people to search for one.

Claims the judge couldn’t find in the brief

  • The cohort increases line up with that calendar change: June 1 jumps in week nine, June 8 in week eight, June 15 in week seven, and so on.

Grades and run details

Decision model 96 · LLM judge 80
Decision model checks
  • passUses the supplied evidence correctly37%
  • passAddresses the actual decision96%
  • passRespects explicit constraints58%
  • passIdentifies material uncertainty96%
  • passAvoids unsupported claims58%
  • passProduces the required deliverable87%
  • passCatches the redefined metric100%
  • passUnpicks the 38%68%
  • passSees the early erosion82%
  • partialJudges fit by retention, not sign-ups36%
  • passGets the base of every number right26%
  • passFinds who it's a must-have for100%
  • passSpots false fit96%
  • passDoesn't scale before fit99%
Run
Run
#1
API response time
1.7 min
Submitted
5 Oct 2026
Gemini 3.5 Flash-LiteGemini

Needs more than a quick edit7 of 14 checks passed

The memo contains incorrect persona counts and percentages, so a product manager would need to re-verify the data and redo the analysis before using it.

Output

MEMORANDUM

TO: Sam Okafor, CEO FROM: VP of Product, Minutely DATE: September 21, 2026 SUBJECT: Review of Series A Draft Investor Update & Go-To-Market Strategy

*

Sam, I’ve reviewed your draft investor update and analyzed the underlying data from product analytics, our September PMF survey, and recent market developments.

While the narrative in your draft sounds compelling on the surface, sending it to investors in its current form would present a misleading picture of our business. More critically, deploying Series A funds to hire six enterprise engineering AEs is the wrong playbook and will burn our capital against a low-intent market.

Here is a rigorous breakdown of where we stand, what needs to change in the update, and where we should actually direct our capital.

---

1. Do We Have Product-Market Fit, and for Whom?

Yes, we have strong Product-Market Fit—but exclusively within one persona: Recruiters.

If we slice our September PMF survey (360 total responses) by persona, the results tell a starkly different story than our aggregate numbers:

  • Recruiters (144 responses / 40% of survey):
  • 63% "very disappointed" without Minutely (well above the 40% threshold).
  • What they value: Candidate summaries straight into our ATS and Scorecards fill themselves.
  • Their alternative: Going back to typing notes or struggling with inferior ATS integrations.
  • Core action retention: Consistently strong across cohorts (~66% sharing summaries at week 4, ~58% at week 8).
  • Sales Reps (107 responses / ~30% of survey):
  • 44% "very disappointed" (Moderate PMF). They value saving time and CRM note-generation, but they are heavily contested by entrenched incumbents like Gong and native CRM tools.
  • Founders (61 responses / ~17% of survey):
  • 36% "very disappointed". Mostly use us for board and investor meeting summaries, but view it as a nice-to-have.
  • Engineers (48 responses / ~13% of survey):
  • 12% "very disappointed". A staggering 75%+ are not or only somewhat disappointed. They largely state, "I don't really need notes" or "Not much." Their week 4 core action retention is abysmal at 15–18%, dropping to 12% by week 8.

Conclusion: We do not have PMF in engineering organizations. We have accidental, highly organic PMF in talent acquisition (Recruiters).

---

2. What in the Draft Update Is Right vs. Wrong?

  • What is RIGHT:
  • MRR Growth: We did grow MRR to $262K in September.
  • Cohort Retention: Retention is improving visibly in our dashboard (jumping noticeably in late July/early August).
  • What is WRONG (and dangerously misleading):
  • The PMF claim: Citing 38% aggregate "very disappointed" is technically close to 40%, but aggregating all personas hides the truth. We are averaging out a dying engineering/founder base with a hyper-passionate recruiter base.
  • The "Retention Improvement" artifact: Look at the analytics changelog. On August 3, Growth redefined "Active User" to include opening the daily summary email. That definition change single-handedly caused the artificial jump in Week 1 active percentages from ~62% to ~76% in August cohorts. It wasn't organic product magic; it was a metric definition change.
  • The August MRR spike: August new MRR spiked to $63.8K due to a 40% off annual prepay promotion on the Team plan, not organic enterprise land-grabs.
  • The target market: Pointing enterprise engineering organizations as our expansion vector ignores both our PMF survey data and the existential threat of Zoom launching free AI meeting notes for all paid accounts on September 8. Engineering teams are precisely the users who live on Zoom/meet continuously and are now churning because Zoom’s native notes "are good enough."

---

3. What We Should Tell Investors Instead

We should frame this round not as a horizontal AI note-taker chasing engineering teams, but as the category-defining vertical workflow automation tool for Talent Acquisition.

  • The Narrative: Minutely has discovered hyper-growth and elite retention within recruiting and HR teams—a massive, under-served market where meetings directly tie into structured database entry (Applicant Tracking Systems).
  • The Traction: Highlight our true champions (Recruiters), showing high organic pull, high willingness to pay for Pro/Team tiers, and workflows that automate ATS scorecards.
  • The Headwinds (Honesty builds trust): Acknowledge that horizontal meeting notes are becoming a commodity (citing Zoom's September announcement), which is precisely why Minutely is intentionally pivoting its roadmap away from generic transcription and doubling down on deep, vertical ATS integrations that generic tools can never replicate.

---

4. Where the New Money Should Go

We must scrap the plan to hire six enterprise engineering AEs. If we hire AEs to sell Team plans to engineering organizations, we will burn our Series A cash chasing a segment that explicitly does not value us, right as Zoom gives away their core use case for free.

Instead, allocate the Series A funds to:

1. Product-Led Growth & Vertical Integration for Recruiting: * Deepen our integrations beyond basic notes into Greenhouse, Lever, and Workday. * Build out automated interview scorecards and candidate assessment mapping. Make Minutely the indispensable operating system for recruiters. 2. Targeted Go-To-Market (Recruiting & HR, not Engineering): * Hire two account executives focused exclusively on mid-market HR and staffing agencies, rather than engineering orgs. * Invest in product-led loops within recruiting platforms (e.g., candidate-facing or interviewer-sharing viral loops). 3. Core Infrastructure & Reliability: * Harden our transcription accuracy and security compliance (SOC2/GDPR), which are non-negotiable enterprise requirements for HR data handling.

Let's revise the update and the deck this week to reflect our true strengths. I’m happy to sit down with you this afternoon to redraft the investor memo.

Claims the judge couldn’t find in the brief

  • Recruiters are 144 responses (40% of survey).
  • Sales Reps are 107 responses (~30% of survey).
  • Founders are 61 responses (~17% of survey).
  • Engineers are 48 responses (~13% of survey).
  • 63% of Recruiters are 'very disappointed' without Minutely.
  • 12% of Engineers are 'very disappointed'.

Grades and run details

Decision model 57 · LLM judge 47
Decision model checks
  • failUses the supplied evidence correctly63%
  • passAddresses the actual decision38%
  • passRespects explicit constraints20%
  • failIdentifies material uncertainty62%
  • failAvoids unsupported claims51%
  • passProduces the required deliverable57%
  • passCatches the redefined metric52%
  • partialUnpicks the 38%97%
  • partialSees the early erosion59%
  • partialJudges fit by retention, not sign-ups81%
  • failGets the base of every number right53%
  • passFinds who it's a must-have for99%
  • passSpots false fit67%
  • partialDoesn't scale before fit85%
Run
Run
#1
Time to output
7 s
Submitted
5 Oct 2026
Sonnet 5.5API

Usable with a quick edit11 of 14 checks passed

The memo is well-structured and actionable; the only inaccuracy is the overstatement about the share-of-summary drop for engineers, which can be fixed with a quick edit.

Output

To: Sam Okafor From: VP Product Re: Draft investor update and Series A plan

Bottom line

We have product-market fit with recruiters, probably with sales, and not with engineers or founders. The draft's three claims fail in different ways. The 38% figure is correct but hides the real story. "Retention is improving fast" is an artefact of a metric change. The August MRR jump is mostly a promotion. The six-AE plan targets our weakest segment, just as Zoom starts giving away what that segment uses us for. I would not send the draft, and I would not hire six AEs.

Product-market fit, and for whom

The September survey has 360 responses. 137 said "very disappointed", which is 38.1%, so the draft's number is right. It is below the 40% bar, not "right at" it, and it is a blend of very different groups:

PersonanVery disappointedShared a summary, wk 4 → wk 8 (Jun–Aug signups)What they'd do instead
Recruiter10054%66% → 58%Type notes, ATS notes, "nothing does this as well" (none mention Zoom)
Sales12039%~50% → ~41%CRM notes, Gong, typing (none mention Zoom)
Founder7532%~39% → ~30%Zoom, Otter, "I'd manage"
Engineer6518%~18% → ~12%Zoom, nothing, "don't need notes"
  • Recruiters: 54% on n=100 is roughly 44–64% at 95% confidence, so even the low end clears 40%. Their stated value is workflow output: "candidate summaries straight into our ATS" and "scorecards fill themselves". Paying recruiters look the same as free ones (10 of 19 Team recruiters are "very disappointed"). Their week-8 sharing rate is the best we have, and it is stable across June, July and August signups.
  • Sales: 39% on n=120 is borderline. They value time saved and CRM notes, but Gong and CRM-native notes are real substitutes.
  • Engineers: Only 1 of the 8 Team-plan engineers is "very disappointed". The most common value they give is "not much". Their fallback is Zoom's notes, which is now free.

Caveats: - The survey is in-app, so churned users never saw it. Every number is somewhat flattering. - Persona is self-reported and was only added on 14 July. - I don't know the persona mix of our 41,000 WAU, so the pooled 38% could move either way.

The draft, claim by claim

"38%, right at the 40% bar." The arithmetic is right, but the framing is wrong. Investors who ask for the segment cut will see 54% / 39% / 32% / 18% immediately. Better that we show it first.

"Retention is improving fast: newest cohorts far stickier than June's." This is not true. On 3 August we changed "active user" to include opening the daily summary email (Growth's request). Every cohort measured from that date jumped by about 14 points at every week. You can see it as a diagonal in the cohort table: - The June 1 cohort goes from 25.7% at week 8 to 38.6% at week 9. - Each later cohort jumps in the same calendar week. - Cohorts measured entirely before the change match June's: week 3 is 39.9% for the 6 July cohort versus 39.6% for 1 June. - On a like-for-like basis, retention is flat from June to August.

The newest cohorts are actually weaker. The two September cohorts (7 and 14 Sept) are 4–10 points below August's on the same definition: week 1 is 67% versus 76%, and week 4 is 44% versus 48.5%. Share-of-summary also dropped about 6–9 points in every persona for September signups. Zoom announced free notes on 8 September, and the first affected cohort is the week of 7 September. That is two cohorts and may not hold, but it is the right thing to worry about.

The same definition change affects the 41,000 WAU headline. Any WAU figure from August onward is not comparable with earlier figures. Data should restate it on the old definition before an investor does.

"MRR grew 28% in August." The arithmetic is right (196k to 251k). But new MRR was $63.8k, against a normal $21–22k, during a 40%-off annual-prepay Team promotion that ran only in August. Roughly $42k of the $55k net add looks promotion-driven. Excluding it, August growth was about 7%, in line with June–July. September then slowed to 4.4% ($21.5k new, $10.5k churned). Churned MRR has risen every month and is at its highest in September. The promo accounts also won't face a full-price renewal for a year. The cash is real, but it is not evidence of demand.

"Six AEs to sell Team into enterprise engineering orgs." Engineers are our lowest-conviction persona (18%). They are also the group whose alternative is free Zoom notes, and two Team customers have already asked whether they still need us. Enterprise engineering seat counts are big, but we have no evidence these buyers want the product.

What to tell investors instead

Suggested replacement:

> "Minutely has clear product-market fit with recruiters: 54% would be very disappointed without us (n=100), and 58% still share summaries at week 8. Sales is promising at 39%. Across all users the figure is 38%, because engineers (18%) and founders (32%) are weaker. We're focusing the company on recruiting first. Retention is stable across cohorts (we changed our active-user definition in August and have restated). MRR is $262k. August's 28% included a one-off Team annual-prepay promotion; underlying growth is roughly 5–7% a month. Zoom's free notes launched 8 September. Our early September cohorts are softer and we're tracking it. Our advantage is in delivering output into the ATS and CRM, not in generating summaries."

Investors will see the definition change and the promotion in diligence anyway. Disclosing them ourselves protects our credibility, and the recruiter result is a strong story.

Where the money should go

I'd stage this rather than commit to the full hiring plan up front. I haven't seen the round size, so these are proportions.

  1. Recruiter product depth (largest share). This means more ATS integrations, scorecard accuracy and reliability of pushing summaries into the ATS. It is the thing recruiters value most and Zoom can't easily copy.
  2. Recruiter go-to-market (second share). Hire 1–2 sellers focused on talent-acquisition teams and recruiting agencies, plus lifecycle marketing. The test is whether Team sells to recruiting teams at full price. Add more AEs only once that works.
  3. Sales persona. Make CRM write-back clearly better than CRM-native notes and Gong's. Decide in two quarters whether it is a second wedge.
  4. Measurement. One analytics owner to run a stable activity definition, retention by persona and plan, and revenue and churn by persona.
  5. Engineers and founders. Keep them on self-serve and free plans. No enterprise sales spend.

Open items before this goes out

  • Restated WAU and retention on the old definition (Data).
  • MRR, conversion and churn by persona, which we don't have yet. This decides whether recruiters pay at the rate their love of the product suggests.
  • A weekly read on the September cohorts and on Zoom-related churn or downgrades, starting with the two Team accounts that asked.
  • Survey response rate and how users were selected for the prompt.
  • A check on persona coverage for June signups. Persona was added on 14 July, so the June figures in the core-action table need a note on how they were backfilled.

I'm happy to rewrite the update with you this week.

Claims the judge couldn’t find in the brief

  • Share-of-summary dropped about 6–9 points in every persona for September signups.

Grades and run details

Decision model 75 · LLM judge 80
Decision model checks
  • failUses the supplied evidence correctly38%
  • passAddresses the actual decision88%
  • passRespects explicit constraints59%
  • passIdentifies material uncertainty93%
  • partialAvoids unsupported claims24%
  • passProduces the required deliverable76%
  • passCatches the redefined metric100%
  • partialUnpicks the 38%95%
  • passSees the early erosion95%
  • partialJudges fit by retention, not sign-ups75%
  • failGets the base of every number right25%
  • passFinds who it's a must-have for100%
  • passSpots false fit98%
  • passDoesn't scale before fit95%
Run
Run
#1
API response time
2.2 min
Submitted
5 Oct 2026

Check by check

Where the outputs differ comes first. Open a check to read the judge’s reasons. “Mixed” means the two graders disagreed.

Where they differ 7

Uses the supplied evidence correctlyMixedWrongWrong
GPT-6.1 Sol · API

The claim that the cohort jumps line up with the August 3 definition change is not supported; the jumps occur in the week of July 27–August 2, one week before the change, so the evidence is misused.

Gemini 3.5 Flash-Lite · Gemini

The output uses incorrect persona counts (Recruiter 144 instead of 100, Sales 107 instead of 120, etc.) and wrong percentages, so facts are not taken correctly from the supplied context.

Sonnet 5.5 · API

The claim that share-of-summary dropped 6-9 points in every persona is inaccurate for Engineers (drop is 3 points), so not all statements about the current situation are fully supported.

Identifies material uncertaintyRightWrongRight
GPT-6.1 Sol · API

It names unknowns (ICP, paid retention, gross margins, sales efficiency, Zoom causation) and states what would change the call (repeatable wins, sustained retention, etc.).

Gemini 3.5 Flash-Lite · Gemini

The output does not name specific unknowns that could change the decision or say how they would be resolved; it presents the recommendation as definitive without conditions.

Sonnet 5.5 · API

It names unknowns (persona mix of WAU, survey response rate, September cohort durability, MRR by persona) and says what would change the call (e.g., add AEs only once recruiter Team sales work).

Avoids unsupported claimsMixedWrongRight
GPT-6.1 Sol · API

The output presents the jump alignment with the calendar change as fact, but the data shows the jump a week earlier, making it an unsupported claim.

Gemini 3.5 Flash-Lite · Gemini

The persona breakdown numbers are presented as fact but are incorrect, and the claim that engineers are churning because of Zoom is an unsupported causal interpretation.

Sonnet 5.5 · API

Interpretations and causes are labelled as such (e.g., 'may not hold', 'looks promotion-driven'), and confident claims are backed by data.

Produces the required deliverableRightMixedRight
GPT-6.1 Sol · API

The memo is complete, in the right format for the CEO, and actionable with light edits.

Gemini 3.5 Flash-Lite · Gemini

The memo contains incorrect data, so a product manager cannot act on it without re-checking the evidence and redoing the analysis.

Sonnet 5.5 · API

The memo is the requested form, for the CEO, within word limit, and includes a suggested replacement investor message; it is usable with light edits.

Unpicks the 38%RightWrongWrong
GPT-6.1 Sol · API

It breaks down the 38% by tenure (under 2 weeks vs. established) and persona, showing recruiters at 62.5% and engineers at 27.5%.

Gemini 3.5 Flash-Lite · Gemini

The memo does not separate users by tenure (under two weeks vs established) to show dilution of the 38%, and the persona split it gives is based on wrong counts.

Sonnet 5.5 · API

The memo breaks down 38% by persona but does not separate users by tenure (under two weeks vs established) to show how new users dilute the figure.

Sees the early erosionRightWrongRight
GPT-6.1 Sol · API

It notes the September drop in week-4 core-action retention, ties it to Zoom's launch, and uses it to advise against the engineering expansion.

Gemini 3.5 Flash-Lite · Gemini

The memo does not mention the September drop in week-4 core-action retention (Recruiter 66→57, Sales 51→44) after Zoom's launch, missing an early erosion signal.

Sonnet 5.5 · API

It notes the September drop in week-4 core-action retention, ties it to Zoom's 8 September launch, and factors it into advice to avoid enterprise engineering spend.

Gets the base of every number rightRightWrongWrong
GPT-6.1 Sol · API

All derived percentages and growth rates are computed correctly from the supplied data, with bases stated where needed.

Gemini 3.5 Flash-Lite · Gemini

The persona percentages and counts are computed from wrong denominators, so the derived figures do not check out against the supplied data.

Sonnet 5.5 · API

The claim that share-of-summary dropped 6-9 points in every persona is incorrect for Engineers (drop is 3 points), so a derived figure is not accurate.

All got right 7

Addresses the actual decisionRightRightRight
GPT-6.1 Sol · API

The output clearly recommends not hiring the six AEs and allocates funds to the recruiting workflow, with conditions for later scaling.

Gemini 3.5 Flash-Lite · Gemini

The memo commits early and unambiguously to PMF with recruiters, not engineers, and recommends scrapping the AE hiring plan for a recruiting-focused approach.

Sonnet 5.5 · API

The memo commits clearly to PMF with recruiters, probably sales, not engineers or founders, and says not to send the draft or hire six AEs, with conditions to scale later.

Respects explicit constraintsRightRightRight
GPT-6.1 Sol · API

The memo is addressed to Sam, stays within the 1,200-word limit, and follows the requested form.

Gemini 3.5 Flash-Lite · Gemini

The output is a memo addressed to Sam, under 1,200 words, and respects the requested form.

Sonnet 5.5 · API

The memo is addressed to Sam, is well under 1,200 words, and is a complete, actionable memo.

Catches the redefined metricRightRightRight
GPT-6.1 Sol · API

It catches the August 3 redefinition, attributes the apparent retention improvement to it, and uses the consistent core-action data instead.

Gemini 3.5 Flash-Lite · Gemini

The memo links the August 3 redefinition to the jump in active percentages and uses the consistent shared-a-summary data instead.

Sonnet 5.5 · API

It links the 3 August changelog entry to the cohort-curve jumps, says the 'improvement' is the definition, and uses the shared-a-summary data for consistent retention.

Judges fit by retention, not sign-upsRightRightRight
GPT-6.1 Sol · API

The call on fit rests on the flattening retention curves by segment from the core-action data, with the survey as supporting evidence.

Gemini 3.5 Flash-Lite · Gemini

The call on PMF uses retention curves from the core-action data (recruiter vs engineer) alongside the survey, not just sign-ups or revenue.

Sonnet 5.5 · API

The call on fit rests on retention curves flattening by segment (shared-a-summary data), with the survey as supporting evidence.

Finds who it's a must-have forRightRightRight
GPT-6.1 Sol · API

It identifies recruiters as the must-have segment, describes what they value (ATS delivery, scorecards), and builds the plan around them.

Gemini 3.5 Flash-Lite · Gemini

The output names recruiters as the must-have segment, identifies what they value (ATS integration, scorecards), and builds the plan around them.

Sonnet 5.5 · API

It names recruiters as the must-have segment, identifies what they value (ATS integration, scorecards), and builds the plan around them.

Spots false fitRightRightRight
GPT-6.1 Sol · API

It flags the August MRR jump from the promotion, the active-user definition change, and the survey blend as misleading signals of fit.

Gemini 3.5 Flash-Lite · Gemini

It catches the August MRR spike from the promotion and the retention jump from the definition change as false fit signals.

Sonnet 5.5 · API

It catches the August MRR promotion, the active-user definition change, and the blended 38% as false signals of fit.

Doesn't scale before fitRightRightRight
GPT-6.1 Sol · API

It recommends against scaling sales into enterprise engineering and sets clear evidence thresholds for future expansion.

Gemini 3.5 Flash-Lite · Gemini

It recommends against scaling AEs into engineering and instead scales only into the segment with demonstrated fit (recruiting).

Sonnet 5.5 · API

It recommends not scaling AEs into enterprise engineering, and says to add AEs only once recruiter Team sales work at full price.

Results

Every setup we’ve tested on this task type, across all its tasks and repeats, graded on the current checklist. Calibrated.

#Model · HarnessTask scoreDecision modelLLM judgeRunsCritical failures
1GPT-6 AstraChatGPT90.5100.02None
2Sonnet 5.5API77.990.02None
3Opus 5.5Claude79.782.92None
4Haiku 5.5API77.986.02None
5GPT-6.1 SolAPI90.575.72None
6GPT-6 LunaAPI92.772.42None
7Gemini 3.8 FlashAPI65.062.12None
8Gemini 3.5 Flash-LiteGemini65.151.92None

What you get for the cost

No setup scores within 5 points of the leader at half its cost or less here, so the leader is also the best value.

Task score against relative cost for each setup. The table below has the same figures.50607080901001×3×10×30×100×Cost per output, relative to the cheapest setup (log scale) →↑ Task scoreGPT-6 Astra · ChatGPT: task score 96, 118× the cheapestSonnet 5.5 · API: task score 85, 81× the cheapestOpus 5.5 · Claude: task score 82, 118× the cheapestHaiku 5.5 · API: task score 81, 6.1× the cheapestGPT-6.1 Sol · API: task score 80, 25× the cheapestGPT-6 Luna · API: task score 79, the cheapestGemini 3.8 Flash · API: task score 63, 16× the cheapestGemini 3.5 Flash-Lite · Gemini: task score 56, 2.8× the cheapestGPT-6 Astra · ChatGPTSonnet 5.5 · APIOpus 5.5 · ClaudeHaiku 5.5 · APIGPT-6.1 Sol · APIGPT-6 Luna · APIGemini 3.8 Flash · APIGemini 3.5 Flash-Lite · Gemini
Nobody beats these on both score and cost

Cost is each output’s tokens at the model’s list price, shown relative to the cheapest setup. Runs done in an app have no usage meter, so theirs are estimated from the same setup’s measured runs. How we compare cost

The PM job

Deciding whether you have product-market fit, and for whom.

Why it matters

Scaling before fit amplifies waste. Most teams read fit from sign-ups or a blended survey, and miss the one segment where it's real.

What good looks like

  • Judges fit by retention, not sign-ups
  • Breaks the survey down by segment and tenure
  • Spots revenue and metrics that flatter
  • Scales only where fit is proven

Deliberately not measured

  • Fundraising strategy beyond what the evidence supports
Capability tested

Reading fit from evidence

The failure we’re looking for

Calling fit from a blended number or a growth spike

Grading

Decision model and LLM judge, calibrated against a blind PM review