Tasks / Strategy

Price and package a product

Can the model price on the value each kind of customer gets, using real usage and willingness-to-pay data, and get existing customers there?

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. 56% were usable with at most a quick edit.

Reliably right

  1. Doesn't trust the price test100% pass
    Names the 59/41 split mismatch, holiday timing, and small sample; does not rest the decision on the test.
    Opus 5.5 · Claude · Unlimited pages, falling margins
  2. Plans the renewals100% pass
    Addresses each enterprise renewal with its date and note, including Copperfield in January, Northwind's tripled volume, and Arcadia's competitor evaluation.
    Opus 5.5 · Claude · Unlimited pages, falling margins
  3. Each tier for a different buyer94% pass
    Each tier names its buyer (startups, mid-market, enterprise) and is priced on distinct value: startups protected, mid-market overage on heavy users, enterprise per-page with unlimited seats.
    Opus 5.5 · Claude · Unlimited pages, falling margins

Where it slips

  1. Uses the supplied evidence correctly34% pass
    Total MRR is stated as $11,670 (actual $11,820), and median 'getting expensive' for small agencies is given as about $37 (actual $33) and for agencies as about $55 (actual $51).
    Haiku 5.5 · API · Fifteen dollars for everyone
  2. Gets the base of every number right41% pass
    MRR total and two segment‑level median getting‑expensive figures are incorrectly computed from the supplied data.
    Haiku 5.5 · API · Fifteen dollars for everyone
  3. Avoids unsupported claims52% pass
    Median getting‑expensive values and total MRR are presented as fact but are not supported by the data; these are facts about the current situation, not labelled as assumptions.
    Haiku 5.5 · API · Fifteen dollars for everyone

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. Each tier for a different buyer

    Is each plan built for a distinct kind of buyer, with what that buyer values, rather than more-of-the-same at a higher price?

    Passes when Every tier names its buyer and the value it's priced on, and includes what that buyer needs and the lower tier's buyer doesn't.

  2. Priced on willingness to pay

    Are the proposed prices grounded in evidence of what each kind of customer would pay and the value they get, rather than in cost-plus, competitors alone or a round-number rise?

    Passes when Uses the willingness-to-pay and value evidence in the material to set each price, and says where the evidence is thin.

  3. Moves existing customers fairly

    Does the proposal say how existing customers move to the new pricing (who changes first, with what notice, and the value that justifies it)?

    Passes when A transition plan: new customers first or a set notice period for existing ones, tied to value delivered, with how churn will be watched.

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 2 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 PM for pricing at Inkwell. Our CEO, Priya Nair, wants to move everyone to $19 a user from January (her note is below). Before she announces it, she's asked you for a pricing and packaging proposal: what we charge, for what, to whom, and how we move existing customers onto it. No more than 900 words, with a table of the plans. The files are attached. The account export is a random sample of 150 paying accounts.

What the model was given6 items: About Inkwell, ceo_note.md, accounts_sample.csv, willingness_to_pay_survey.csv (price per user per month at which it's too cheap to trust, a bargain, getting expensive, too expensive), win_loss_last_two_quarters.csv, trial_funnel_q3.md
About InkwellProposal and contract software: write a proposal from templates, send it, get it e-signed. Sold to freelancers and agencies. One plan today: $15 per user per month after a 14-day free trial, with everything included.
ceo_note.md1 lines · Download
From Priya (CEO): "We haven't touched price since launch. Let's go to $19 a user from January for everyone, new and existing. Simple, and a 27% revenue bump."
accounts_sample.csv150 rows · Download
account_id,segment,seats,proposals_sent_90d,proposals_signed_90d,signed_value_90d_usd,months_as_customer,mrr_usd
INK-3001,Small agency (2-10),3,29,14,108444,18,45
INK-3002,Freelancer,1,12,5,5350,7,15
INK-3003,Small agency (2-10),3,62,34,200396,28,45
INK-3004,Agency (11-50),16,139,74,1587596,29,240
INK-3005,Small agency (2-10),6,18,9,42498,30,90
INK-3006,Agency (11-50),29,236,89,1192333,18,435
…
willingness_to_pay_survey.csv (price per user per month at which it's too cheap to trust, a bargain, getting expensive, too expensive)response_id,segment,too_cheap_usd,a_bargain_usd,getting_expensive_usd,too_expensive_usd W400,Freelancer,4,7,14,25 W401,Freelancer,4,9,16,30 W402,Freelancer,5,7,19,20 W403,Freelancer,3,9,14,23 W404,Small agency (2-10),9,12,29,56 W405,Small agency (2-10),10,13,28,47 W406,Small agency (2-10),6,14,31,47 W407,Freelancer,4,10,15,29 W408,Small agency (2-10),6,15,40,56 W409,Small agency (2-10),8,14,40,46 W410,Freelancer,4,8,15,25 W411,Freelancer,4,8,15,19 W412,Freelancer,5,9,18,18 W413,Small agency (2-10),9,12,38,49 W414,Agency (11-50),14,22,49,60 W415,Freelancer,3,6,18,18 W416,Freelancer,4,8,15,28 W417,Small agency (2-10),10,15,37,46 W418,Agency (11-50),13,30,55,73 W419,Freelancer,4,9,15,29 W420,Freelancer,3,7,13,29 W421,Freelancer,4,9,19,21 W422,Agency (11-50),11,29,61,67 W423,Small agency (2-10),8,13,26,62 W424,Freelancer,4,9,20,21 W425,Agency (11-50),10,30,51,73 W426,Small agency (2-10),9,13,38,49 W427,Small agency (2-10),6,17,31,49 W428,Freelancer,4,6,20,28 W429,Small agency (2-10),9,12,41,52 W430,Agency (11-50),9,26,50,69 W431,Freelancer,5,9,15,24 W432,Freelancer,3,8,19,28 W433,Agency (11-50),14,20,66,94 W434,Freelancer,3,10,15,27 W435,Small agency (2-10),7,16,28,46 W436,Freelancer,4,9,17,28 W437,Small agency (2-10),6,18,31,56 W438,Agency (11-50),14,27,59,86 W439,Freelancer,5,10,19,28 W440,Freelancer,5,7,12,25 W441,Agency (11-50),14,23,42,66 W442,Freelancer,4,6,13,26 W443,Small agency (2-10),9,13,34,47 W444,Freelancer,4,10,18,29 W445,Freelancer,4,9,19,29 W446,Small agency (2-10),10,18,30,55 W447,Freelancer,4,10,15,24 W448,Small agency (2-10),10,19,26,40 W449,Small agency (2-10),8,15,41,42 W450,Freelancer,5,8,14,26 W451,Freelancer,4,6,14,30 W452,Small agency (2-10),7,18,37,43 W453,Small agency (2-10),7,19,27,42 W454,Freelancer,3,8,13,29 W455,Agency (11-50),10,24,57,99 W456,Freelancer,4,9,17,24 W457,Small agency (2-10),9,17,32,55 W458,Freelancer,4,9,14,23 W459,Small agency (2-10),9,15,30,38 W460,Freelancer,4,7,18,28 W461,Freelancer,4,8,14,23 W462,Small agency (2-10),9,17,27,53 W463,Freelancer,3,9,14,21 W464,Agency (11-50),13,31,58,63 W465,Agency (11-50),15,26,42,80 W466,Freelancer,5,9,18,19 W467,Small agency (2-10),9,15,27,49 W468,Freelancer,4,8,14,23 W469,Small agency (2-10),9,12,29,51 W470,Agency (11-50),14,26,51,92 W471,Freelancer,5,7,14,26 W472,Freelancer,4,9,18,23 W473,Freelancer,3,10,12,22 W474,Freelancer,5,8,16,29 W475,Agency (11-50),11,20,67,62 W476,Agency (11-50),13,28,49,79 W477,Freelancer,5,10,14,22 W478,Agency (11-50),11,21,50,91 W479,Freelancer,4,9,13,29 W480,Freelancer,3,6,15,25 W481,Small agency (2-10),9,16,29,53 W482,Freelancer,4,10,18,27 W483,Small agency (2-10),10,15,40,54 W484,Agency (11-50),11,20,42,80 W485,Small agency (2-10),8,14,42,52 W486,Freelancer,5,8,16,30 W487,Small agency (2-10),8,15,27,49 W488,Agency (11-50),15,26,58,70 W489,Small agency (2-10),8,19,26,51 W490,Small agency (2-10),6,14,26,42 W491,Small agency (2-10),7,16,37,45 W492,Freelancer,4,6,13,21 W493,Small agency (2-10),8,18,42,44 W494,Small agency (2-10),8,17,38,52 W495,Small agency (2-10),7,13,26,45 W496,Small agency (2-10),9,18,42,56 W497,Freelancer,5,8,17,28 W498,Agency (11-50),10,24,51,92 W499,Freelancer,4,6,19,26 W500,Agency (11-50),10,21,58,93 W501,Freelancer,3,6,15,20 W502,Freelancer,5,7,19,20 W503,Small agency (2-10),9,15,40,59 W504,Small agency (2-10),7,19,29,58 W505,Small agency (2-10),8,18,27,62 W506,Freelancer,5,7,14,26 W507,Small agency (2-10),8,14,40,46 W508,Freelancer,5,9,13,28 W509,Freelancer,4,10,12,25 W510,Freelancer,4,10,18,28 W511,Freelancer,4,10,14,20 W512,Agency (11-50),10,20,42,73 W513,Freelancer,5,9,14,30 W514,Freelancer,4,7,15,26 W515,Freelancer,3,9,15,27 W516,Freelancer,4,9,16,19 W517,Small agency (2-10),8,13,36,54 W518,Freelancer,5,10,12,19 W519,Freelancer,3,8,19,24
win_loss_last_two_quarters.csv160 rows · Download
deal_id,quarter,segment,outcome,price_objection,lost_to
D-7001,2026-Q3,Small agency (2-10),won,no,
D-7002,2026-Q2,Freelancer,no decision,no,stayed with current process
D-7003,2026-Q3,Small agency (2-10),won,no,
D-7004,2026-Q2,Small agency (2-10),lost,no,PandaDoc
D-7005,2026-Q3,Agency (11-50),no decision,no,stayed with current process
D-7006,2026-Q2,Small agency (2-10),no decision,no,stayed with current process
…
trial_funnel_q3.md9 lines · Download
# Trial funnel, Q3 2026 (14-day free trial, then $15 per user per month)

| Segment | Trials started | Became paying | Paying accounts that cancelled in their second month |
|---|---|---|---|
| Freelancer | 1,900 | 171 | 38% |
| Small agency (2-10) | 420 | 130 | 6% |
| Agency (11-50) | 60 | 22 | 0% |
…
What a strong answer doesThe answer key the graders mark against

Proposes tiers built around three different buyers, not one price. Agencies close about $20,000 a seat each month through Inkwell (small agencies about $8,000, freelancers under $2,000), use the shared library, approvals and CRM sync, and put 'getting expensive' at about $51 a user (small agencies about $31), so they are badly underpriced at $15; win rates are high (125 of 160 deals) and price objections rare (6 of 160), mostly from freelancers. Freelancers put 'getting expensive' at about $15 and 'too expensive' at about $26, convert at 9% and cancel at 38% in month two, so $19 would push them past their limit and lose the few who stay. So: a freelancer plan at or below today's price (or a free plan with a usage limit, such as a few proposals a month, rather than a time-limited trial), a team plan for small agencies around the low $20s to $30, and an agency plan in the $40s or with the features agencies value (library, approvals, CRM sync), named for the buyer. Rolls it out to new customers first and gives existing customers notice and a grace period tied to new value, and says how it will measure the change (conversion, churn, revenue per account).

Critical failures (cap the score at 40)
  • Recommends a single flat price for every customer
Task

Mid-level · v1.1

The outputs

8 setups answered this brief.

Usable with a quick edit10 of 12 checks passed

The output is a complete, data-backed proposal with a clear recommendation, plan table, migration steps, and testing conditions. A product manager could take it to the CEO with only light edits.

Output

Inkwell pricing and packaging proposal

To: Priya Nair | Proposed launch: January 2027

Recommendation

Do not move everyone to $19. Keep a $15 solo offer and introduce a $25/user agency plan. Launch for new customers in January, subject to validation; migrate existing agencies gradually.

Your 27% calculation is correct only with unchanged paid seats. At $19, losing 21.1% of seats eliminates the uplift. The evidence supports differentiated pricing—not equal increases for customers with very different needs.

What the evidence says

  • Agencies drive revenue. The random account sample contains 80 freelancers, 50 small agencies and 20 larger agencies. Agencies represent 47% of accounts but 90% of sample MRR: $10,605 of $11,805.
  • Freelancer acquisition already struggles. Trial conversion is 9%, versus 31% for small agencies and 37% for larger agencies. Second-month cancellation is 38%, 6% and 0%, respectively. The last figure covers only 22 paying accounts, so is not evidence of zero underlying churn.
  • Price tolerance differs. Median surveyed “getting expensive” prices are $15 for freelancers, $31 for small agencies and $51 for larger agencies. These are directional signals, not measured purchase probabilities or optimal prices.
  • Price is not the only problem. Only 6 of 160 recorded deals show a price objection. Freelancer losses go to Google Docs plus free e-signature; agency losses go to PandaDoc. Sales records may underrepresent self-serve price sensitivity.
  • Workflows justify packaging. Freelancers mainly use one template and e-signature; agencies use the shared content library, approval workflows and CRM sync. Sample quarterly sending ranges also differ: 3–12 proposals for freelancers, 18–63 for small agencies and 95–287 for larger agencies.

Proposed plans

USD, monthly billing; retain the 14-day trial.

PlanPriceIntended customerIncluded
------:------
Solo$15/month; one userFreelancers needing a complete proposal-to-signature workflowTemplate-based proposal creation, sending and e-signature; no shared content library, approval workflows or CRM sync
Team$25/user/month; minimum two usersSmall and larger agencies coordinating proposalsEverything in Solo, plus shared content library, approval workflows and CRM sync

No proposal-volume caps or signature fees at launch. Charge for internal users; recipients/signers are free. One plan applies across an account.

Keep seats as the billing metric: it is familiar and the survey tested per-user prices. Differentiate through collaboration capabilities rather than taxing successful contracts. Signed contract value indicates customer value but is neither collected revenue nor value attributable solely to Inkwell.

Do not launch a third tier yet. Larger agencies show more price headroom, but the files do not establish a distinct premium feature bundle. Validate that opportunity separately rather than inventing enterprise functionality.

Keeping Solo at $15 avoids worsening a fragile funnel; cutting its price is also unsupported. Test activation improvements before assuming price causes freelancer churn.

Revenue implications

Illustrative repricing of the sample, not a company forecast:

ScenarioMonthly revenueChange
------:---:
Current pricing: 787 seats$11,805—
Everyone at $19; unchanged seats$14,953+26.7%
Solo $15; agencies temporarily $19$14,633+24.0%
Solo $15; agencies $25$18,875+59.9%
Final pricing with 20% fewer agency seats$15,340+29.9%

These scenarios assume all sampled agency accounts use Team, freelancers remain, and no other changes. Actual revenue depends on cancellations, seat reductions and plan selection. The final uplift arrives after migration, not in January. Without cost data, this is not a profit forecast.

Existing-customer migration

  1. Give at least 60 days’ notice, with each account’s current bill, transition bill, final bill and dates. If that notice cannot precede January, delay existing-account changes.
  2. Existing freelancers stay at $15, retaining currently included capabilities as legacy entitlements. New Solo customers receive the published bundle. Do not remove capabilities customers already rely on.
  3. Existing agencies move to $19/user at their first eligible renewal, then $25 after six months. Honour any contractual commitments and communicate both steps upfront. Preserve all existing functionality.
  4. Provide account-level outreach for larger agencies and a seat-review tool before renewal. Never interrupt in-flight proposals, signatures or access to signed documents.

Validate before broad rollout

Before January, test $25 Team against the current $15 offer in segment-stratified new-trial cohorts. Measure 60-day retained revenue per trial, conversion, cancellations and seats—not initial conversion alone.

Require higher retained revenue per trial and no more than a proposed three-percentage-point deterioration in agency second-month cancellation before expanding. Extend testing if samples are inconclusive.

Stagger existing-account migration with a temporary unchanged-price comparison group. Monitor retained revenue and seat contraction through both price steps; pause the next cohort if revenue underperforms the comparison group. January should be a controlled launch, not an irreversible announcement.

Grades and run details

Decision model 75 · LLM judge 100
Decision model checks
  • failUses the supplied evidence correctly32%
  • passAddresses the actual decision78%
  • partialRespects explicit constraints37%
  • passIdentifies material uncertainty94%
  • partialAvoids unsupported claims35%
  • passProduces the required deliverable37%
  • passSees who's underpriced51%
  • passAnswers the CEO's flat rise99%
  • passEach tier for a different buyer88%
  • failGets the base of every number right55%
  • passPriced on willingness to pay44%
  • passMoves existing customers fairly100%
Run
Run
#1
Time to output
58 s
Submitted
5 Oct 2026

Needs more than a quick edit3 of 12 checks passed

Contains a factual error in the median too-expensive claim and omits churn monitoring and value-gap analysis from account data, requiring rework.

Output

MEMORANDUM

TO: Priya Nair, CEO FROM: Pricing PM, Inkwell DATE: October 24, 2026 SUBJECT: Q1 2027 Pricing & Packaging Proposal

---

Executive Summary

Your instinct to capture more value is spot on—we haven’t touched price since launch, and our growth gives us pricing power. However, moving everyone to a flat $19/user in January carries hidden risks.

Based on our Van Westendorp pricing survey, win/loss data, and trial cohort metrics, a flat per-user hike across all segments will cause churn spikes among freelancers (whose median "too expensive" threshold is $25/mo) and leave money on the table for larger agencies (who derive immense value from collaboration features and are willing to pay significantly more).

Instead of a blunt instrument, I propose a packaged tier strategy starting January 1st that protects our low-end acquisition funnel, extracts enterprise-grade value from larger agencies, and grandfathering existing customers gracefully.

---

Data Insights & Rationale

1. Willingness to Pay Varies Widely by Segment: * Freelancers ($15 current): Median "too expensive" point is $25–$28. A jump to $19 is survivable, but pushing past $20 risks driving them back to free e-signature tools and Google Docs (our #1 lost-to competitor). * Small Agencies (2–10 seats): Median "too expensive" point is $46–$55 ($15–$18/user effective). They heavily utilize team features (shared libraries, approval workflows). * Agencies (11–50 seats): Median "too expensive" point is $70–$93 ($6–$8/user effective at scale). They view Inkwell as core operations infrastructure and integrate it with their CRM. They are severely under-monitored on a flat per-user model.

2. The Freelancer Churn Trap: Our Q3 trial funnel shows that 38% of freelancers cancel in their second month. Raising their price immediately in January without added value will accelerate this churn.

---

Proposed Pricing & Packaging Structure (Effective January 1)

We will transition from a single monolithic plan to a 3-tier product-led packaging model.

Plan NameTarget SegmentPriceCore Packaging & Features
:---:---:---:---
StarterFreelancers (1 user)$19 / mo (Flat)1 user, unlimited proposals, basic templates, e-sign, standard branding.
GrowthSmall Agencies (2–10 seats)$25 / user / moStarter features + Shared content library, team approval workflows, custom branding, priority support.
ScaleAgencies (11–50 seats)$39 / user / moGrowth features + CRM integrations (HubSpot/Salesforce), advanced audit logs, dedicated account review, SSO.

---

Revenue Impact Projections

  • Starter Tier ($19 flat): Retains freelancers at your target price point while securing a 26% ARPU lift on single-user accounts.
  • Growth & Scale Tiers: By packaging high-value features (CRM sync, approvals) into higher tiers, we capture enterprise willingness-to-pay. For an average 20-seat agency currently paying $300/mo ($15/seat), moving to the Scale tier at $39/seat shifts their MRR to $780—a 160% expansion, rather than a modest 27% bump.

---

Migration & Rollout Plan for Existing Customers

To avoid churn and backlash while hitting our January revenue targets, we will execute the following transition:

1. Grandfathering Window (Peace of Mind): Existing customers will be grandfathered on their current $15/user rate for 90 days (through March 31, 2027), provided they do not change plans. This prevents a sudden holiday-season churn spike. 2. Value-Based Migration (April 1): * Freelancers automatically transition to the Starter plan ($19/mo flat) on April 1, with a 30-day advance notice emphasizing new template updates. * Agencies will be mapped to the Growth or Scale tiers based on their current feature usage (e.g., accounts currently utilizing CRM sync will be slotted into Scale, with a personalized outreach from success reps highlighting the added utility). 3. Opt-Out & Retention Safety Net: Any existing customer who receives the April price change notice will be offered an annual prepayment discount (2 months free) to lock in a intermediate rate, preserving cash flow while securing retention.

Next Steps

With your approval on this structure, product and marketing will finalize the feature gating by November 15, allowing us to build billing migrations and draft customer communications well ahead of the January launch.

Claims the judge couldn’t find in the brief

  • Freelancers' median 'too expensive' threshold is $25/mo.

Grades and run details

Decision model 42 · LLM judge 38
Decision model checks
  • failUses the supplied evidence correctly70%
  • partialAddresses the actual decision34%
  • failRespects explicit constraints26%
  • failIdentifies material uncertainty63%
  • failAvoids unsupported claims59%
  • partialProduces the required deliverable35%
  • partialSees who's underpriced66%
  • passAnswers the CEO's flat rise22%
  • passEach tier for a different buyer80%
  • failGets the base of every number right69%
  • partialPriced on willingness to pay88%
  • passMoves existing customers fairly61%
Run
Run
#1
Time to output
5 s
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 8

Uses the supplied evidence correctlyMixedWrong
GPT-6 Astra · ChatGPT

Every factual claim about the current situation is drawn directly from the supplied data or follows from it by arithmetic, and nothing is invented.

Gemini 3.5 Flash-Lite · Gemini

States freelancers' median too-expensive as $25/mo, but the survey data gives a median of $26.

Addresses the actual decisionRightWrong
GPT-6 Astra · ChatGPT

Output commits early to keeping a $15 solo plan and introducing a $25/user agency plan, and states validation conditions that would change the approach.

Gemini 3.5 Flash-Lite · Gemini

Does not say what result or condition would change the recommendation.

Respects explicit constraintsRightMixed
GPT-6 Astra · ChatGPT

The proposal is under 900 words, includes a plan table, does not propose a single flat $19 price, and addresses the CEO's request.

Gemini 3.5 Flash-Lite · Gemini

Includes a plan table, stays under 900 words, and addresses the CEO as requested.

Identifies material uncertaintyRightWrong
GPT-6 Astra · ChatGPT

Output names the small sample for agency churn, possible under-representation of self-serve price sensitivity, directional nature of WTP, and missing cost data, and says how testing and comparison groups will resolve them.

Gemini 3.5 Flash-Lite · Gemini

Does not name unknowns that could change the decision or how they would be resolved.

Avoids unsupported claimsRightWrong
GPT-6 Astra · ChatGPT

Interpretations and forecasts are clearly signalled as such ('may underrepresent', 'directional signals', 'not evidence of zero underlying churn'), and confident claims are supported by the evidence.

Gemini 3.5 Flash-Lite · Gemini

Presents forecasts like 'a flat hike will cause churn spikes' as fact without labelling them as hypotheses.

Sees who's underpricedRightWrong
GPT-6 Astra · ChatGPT

Output shows agencies dominate MRR, cites WTP survey medians that put agencies far above $15 and freelancers at $15, and links features to agency workflows, demonstrating they are underpriced while freelancers are near their limit.

Gemini 3.5 Flash-Lite · Gemini

Does not use signed value per seat from the account sample to show agencies are underpriced relative to value delivered.

Answers the CEO's flat riseRightMixed
GPT-6 Astra · ChatGPT

It explains that $19 is above freelancers' 'getting expensive' median ($15) and far below agencies' ($31/$51), and quantifies how even a modest seat loss from freelancers would wipe out the revenue gain from a flat rise.

Gemini 3.5 Flash-Lite · Gemini

Does not show that $19 is above freelancers' 'getting expensive' point ($15 median), only references 'too expensive'.

Moves existing customers fairlyRightMixed
GPT-6 Astra · ChatGPT

Migration plan gives 60 days' notice, keeps freelancers at $15 with legacy entitlements, phases agencies to $19 then $25, ties timing to renewals, and includes outreach and a seat-review tool.

Gemini 3.5 Flash-Lite · Gemini

Does not specify how churn will be monitored during the transition, only offers a retention safety net.

All mixed 1

Gets the base of every number rightMixedMixed
GPT-6 Astra · ChatGPT

All computed percentages, revenue scenarios, and the break-even seat loss are derived correctly from the sample data, with bases stated where needed.

Gemini 3.5 Flash-Lite · Gemini

Derived percentages (38% churn, 9% conversion, 160% expansion, 26% lift) are correctly calculated from the data.

All got right 3

Produces the required deliverableRightRight
GPT-6 Astra · ChatGPT

The output is a complete pricing and packaging proposal with a table, addressed to Priya Nair, within 900 words, and is usable as-is.

Gemini 3.5 Flash-Lite · Gemini

Delivers a complete pricing and packaging proposal with a table, migration plan, and is usable by the CEO.

Each tier for a different buyerRightRight
GPT-6 Astra · ChatGPT

Solo is built for freelancers with core proposal/e-signature capabilities; Team is built for agencies and includes the collaboration features they value, clearly targeting different buyers.

Gemini 3.5 Flash-Lite · Gemini

Each tier names a distinct buyer (freelancer, small agency, agency) and includes features that segment values.

Priced on willingness to payRightRight
GPT-6 Astra · ChatGPT

The $15 and $25 prices are anchored to the WTP survey medians and the value agencies capture, and the output notes where evidence is thin for a third tier.

Gemini 3.5 Flash-Lite · Gemini

Prices are set below the relevant 'too expensive' or 'getting expensive' medians from the survey for each segment.

Results

Every setup we’ve tested on this task type, across all its tasks and repeats, graded on the current checklist. Calibrated. Where our PM checked the graders by hand, they agreed on 81% of 68 checks.

#Model · HarnessTask scoreDecision modelLLM judgeRunsCritical failures
1Opus 5.5withClaude76.0100.02None
2GPT-6 AstrawithChatGPT74.096.42None
3Sonnet 5.5withAPI76.089.32None
4GPT-6.1 SolwithAPI76.088.72None
5Haiku 5.5withAPI78.076.92None
6GPT-6 LunawithAPI74.064.02None
7Gemini 3.8 FlashwithAPI62.044.22None
8Gemini 3.5 Flash-LitewithGemini45.840.72None

What you get for the cost

Sonnet 5.5 · API scores within 5 points of Opus 5.5 · Claude at half the cost.

Task score against relative cost for each setup. The table below has the same figures.304050607080901001×3×10×30×100×Cost per output, relative to the cheapest setup (log scale) →↑ Task scoreOpus 5.5 · Claude: task score 89, 122× the cheapestGPT-6 Astra · ChatGPT: task score 86, 108× the cheapestSonnet 5.5 · API: task score 84, 61× the cheapestGPT-6.1 Sol · API: task score 81, 20× the cheapestHaiku 5.5 · API: task score 76, 2.9× the cheapestGPT-6 Luna · API: task score 68, the cheapestGemini 3.8 Flash · API: task score 51, 9.1× the cheapestGemini 3.5 Flash-Lite · Gemini: task score 42, 2.3× the cheapestOpus 5.5 · ClaudeGPT-6 Astra · ChatGPTSonnet 5.5 · APIGPT-6.1 Sol · APIHaiku 5.5 · APIGPT-6 Luna · APIGemini 3.8 Flash · APIGemini 3.5 Flash-Lite · Gemini
Best valueNobody beats these on both score and cost
Task score and relative cost by setup
SetupTask scoreRelative cost (cheapest = 1)
GPT-6 Luna · API681.0×
Gemini 3.5 Flash-Lite · Gemini422.3×
Haiku 5.5 · API762.9×
Gemini 3.8 Flash · API519.1×
GPT-6.1 Sol · API8120×
Sonnet 5.5 · API8461×
GPT-6 Astra · ChatGPT86108×
Opus 5.5 · Claude89122×

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

About the task

The PM job

Setting what you charge, for what, and to whom.

Why it matters

Most products are priced once and never revisited, on a metric that doesn't track value. The fix is rarely a flat rise.

What good looks like

  • Tiers built for distinct buyers
  • A value metric that tracks what customers get
  • Grounded in willingness to pay and cost to serve
  • A plan for existing customers

Deliberately not measured

  • Billing implementation
  • Legal terms
Capability tested

Pricing judgement

The failure we’re looking for

A flat price rise on the wrong value metric

Grading

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