Tasks / Strategy

Competitor analysis

Can the model find where a competitor can actually hurt you, from win/loss and churn data, rather than list features?

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. 63% were usable with at most a quick edit.

Reliably right

  1. Respects explicit constraints100% pass
    Delivers a competitive analysis memo to Dan within 900 words, addressing all requested topics without proposing a full feature-by-feature match.
    Opus 5.5 · Claude · The competitor isn't who you think
  2. Reads where Crestline is heading100% pass
    Uses Crestline's hiring (payroll, multi-entity, accountant partnerships) to infer direction, flags the partner-programme risk, and adjusts the response accordingly.
    GPT-6 Astra · ChatGPT · Free forever, funded
  3. Produces the required deliverable97% pass
    The memo is complete, in the right form for the CEO, within the word limit, and actionable with light edits.
    Opus 5.5 · Claude · The competitor isn't who you think

Where it slips

  1. Uses the supplied evidence correctly56% pass
    Two factual claims are wrong: the number of unconnected multi-user accounts going to Crestline is 40, not 42, and the number of connected 6-20 cancellations is 5, not 4.
    Sonnet 5.5 · API · Free forever, funded
  2. Gets the base of every number right61% pass
    Derived figures for unconnected multi-user cancellations (42 vs actual 40) and connected 6-20 cancellations (4 vs actual 5) are incorrect.
    Sonnet 5.5 · API · Free forever, funded
  3. Separates what a rival can copy66% pass
    Does not explicitly separate advantages a well-funded competitor could copy from those it couldn't, nor anchor the response in durable advantages with evidence.
    GPT-6 Luna · API · The competitor isn't who you think

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. Competes with what customers really choose

    Does the analysis treat the status quo (spreadsheets, manual work, doing nothing) as a competitor, and draw at least one implication from where competitors are investing rather than only from today's features?

    Passes when Analyses the status quo, strengths included, and gives a direction-of-travel insight that affects the recommendation.

  2. Separates what a rival can copy

    Does the analysis separate advantages a well-funded competitor could copy (features, price, being first) from ones it couldn't easily (switching costs, networks, relationships), and build the response on the latter?

    Passes when Names which advantages are copyable and which aren't, with evidence, and anchors the response in the durable ones.

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 VP Product at Harbourline. Crestline raised $120M in August and launched a free plan for solo businesses. Our board chair wants to know whether we should launch a free plan for everyone to match it (the note is below). Write the board a competitive analysis of no more than 1,200 words: where Crestline can hurt us and where it can't, with the evidence; which of our advantages it could copy and which it couldn't; where it's heading; and what we should do. The files are attached.

What the model was given6 items: About Harbourline, board_chair_note.md, customer_base.md, cancellations_aug_sep.csv (every account that cancelled since Crestline's launch), cancellation_summary.md, crestline_public_info.md
About HarbourlineBookkeeping, invoicing and expenses for small businesses, with a partner network that connects customers to their accounting firm.
board_chair_note.md1 lines · Download
From the board chair: "Crestline's free tier is an existential threat. Should we launch a free plan for everyone to match it? We need a view on where they can hurt us and where they can't."
customer_base.md9 lines · Download
# Harbourline customers (end of September)

| Account size | Paying accounts | Share connected to an accounting firm | Average revenue per month | Annual churn before Crestline's free tier |
|---|---|---|---|---|
| 1 user | 11,400 | 9% | $14 | 31% |
| 2-5 users | 4,900 | 46% | $52 | 14% |
| 6-20 users | 1,300 | 81% | $170 | 6% |
…
cancellations_aug_sep.csv (every account that cancelled since Crestline's launch)cancelled_account,account_users,connected_to_accounting_firm,mrr_usd,went_to H-1200,1,no,14,Crestline (free tier) H-1201,1,no,10,Crestline (free tier) H-1202,2-5,no,58,Crestline (free tier) H-1203,1,no,11,Crestline (free tier) H-1204,1,no,17,Crestline (free tier) H-1205,1,no,15,Spreadsheets / no tool H-1206,1,no,15,Spreadsheets / no tool H-1207,1,no,9,Crestline (free tier) H-1208,2-5,no,66,Crestline (free tier) H-1209,2-5,no,44,Crestline (free tier) H-1210,1,no,11,Crestline (free tier) H-1211,1,no,9,Crestline (free tier) H-1212,1,no,12,Crestline (free tier) H-1213,1,no,16,Crestline (free tier) H-1214,2-5,yes,73,Crestline (free tier) H-1215,1,no,9,Crestline (free tier) H-1216,2-5,no,56,Crestline (free tier) H-1217,1,no,14,Crestline (free tier) H-1218,2-5,no,47,Business closed H-1219,1,no,16,Crestline (free tier) H-1220,6-20,no,177,Crestline (free tier) H-1221,2-5,yes,51,Crestline (free tier) H-1222,2-5,no,54,Business closed H-1223,6-20,no,168,Crestline (free tier) H-1224,1,no,18,Crestline (free tier) H-1225,1,no,13,Spreadsheets / no tool H-1226,1,no,11,Crestline (free tier) H-1227,1,no,15,Crestline (free tier) H-1228,1,no,12,Crestline (free tier) H-1229,1,no,13,Crestline (free tier) H-1230,2-5,no,51,Business closed H-1231,1,no,18,Crestline (free tier) H-1232,1,no,16,Spreadsheets / no tool H-1233,1,no,12,Crestline (free tier) H-1234,1,no,16,Spreadsheets / no tool H-1235,1,no,12,Spreadsheets / no tool H-1236,1,no,13,Crestline (free tier) H-1237,1,no,17,Spreadsheets / no tool H-1238,6-20,yes,188,Business closed H-1239,1,no,17,Crestline (free tier) H-1240,1,no,15,Crestline (free tier) H-1241,6-20,yes,238,Crestline (free tier) H-1242,1,no,11,Spreadsheets / no tool H-1243,2-5,no,66,Crestline (free tier) H-1244,2-5,no,63,Business closed H-1245,6-20,no,199,Crestline (free tier) H-1246,1,no,18,Crestline (free tier) H-1247,1,no,11,Crestline (free tier) H-1248,1,no,15,Crestline (free tier) H-1249,2-5,no,60,Crestline (free tier) H-1250,2-5,no,66,Crestline (free tier) H-1251,2-5,no,34,Crestline (free tier) H-1252,1,no,12,Crestline (free tier) H-1253,1,no,18,Crestline (free tier) H-1254,1,no,18,Spreadsheets / no tool H-1255,2-5,no,31,Crestline (free tier) H-1256,1,no,17,Crestline (free tier) H-1257,1,no,16,Crestline (free tier) H-1258,1,no,18,Spreadsheets / no tool H-1259,1,no,9,Crestline (free tier) H-1260,1,no,15,Crestline (free tier) H-1261,1,no,18,Crestline (free tier) H-1262,6-20,yes,170,Business closed H-1263,1,no,18,Crestline (free tier) H-1264,2-5,no,41,Business closed H-1265,1,no,14,Spreadsheets / no tool H-1266,1,no,14,Crestline (free tier) H-1267,1,no,12,Crestline (free tier) H-1268,6-20,no,112,Crestline (free tier) H-1269,1,no,9,Crestline (free tier) H-1270,2-5,no,71,Business closed H-1271,1,no,12,Crestline (free tier) H-1272,1,no,11,Crestline (free tier) H-1273,1,no,15,Crestline (free tier) H-1274,1,no,9,Crestline (free tier) H-1275,6-20,no,209,Crestline (free tier) H-1276,2-5,no,36,Crestline (free tier) H-1277,1,no,13,Crestline (free tier) H-1278,1,no,11,Crestline (free tier) H-1279,1,no,15,Crestline (free tier) H-1280,1,no,18,Spreadsheets / no tool H-1281,1,no,16,Crestline (free tier) H-1282,1,no,17,Crestline (free tier) H-1283,1,no,9,Crestline (free tier) H-1284,1,no,10,Crestline (free tier) H-1285,6-20,yes,128,Business closed H-1286,1,no,17,Crestline (free tier) H-1287,1,no,12,Spreadsheets / no tool H-1288,2-5,no,39,Crestline (free tier) H-1289,1,no,14,Crestline (free tier) H-1290,1,no,12,Crestline (free tier) H-1291,1,no,16,Crestline (free tier) H-1292,2-5,no,62,Crestline (free tier) H-1293,1,no,12,Crestline (free tier) H-1294,1,no,12,Crestline (free tier) H-1295,1,no,9,Spreadsheets / no tool H-1296,1,no,11,Crestline (free tier) H-1297,1,no,16,Crestline (free tier) H-1298,1,no,17,Crestline (free tier) H-1299,1,no,13,Spreadsheets / no tool H-1300,1,no,13,Crestline (free tier) H-1301,1,no,17,Crestline (free tier) H-1302,1,no,12,Crestline (free tier) H-1303,1,no,17,Crestline (free tier) H-1304,1,no,14,Crestline (free tier) H-1305,1,no,9,Crestline (free tier) H-1306,1,no,15,Crestline (free tier) H-1307,1,no,16,Crestline (free tier) H-1308,1,no,16,Crestline (free tier) H-1309,1,no,12,Crestline (free tier) H-1310,2-5,no,47,Business closed H-1311,2-5,no,78,Crestline (free tier) H-1312,1,no,11,Crestline (free tier) H-1313,1,no,14,Crestline (free tier) H-1314,1,no,15,Spreadsheets / no tool H-1315,1,no,14,Spreadsheets / no tool H-1316,1,no,9,Crestline (free tier) H-1317,2-5,no,52,Business closed H-1318,1,no,13,Crestline (free tier) H-1319,2-5,no,43,Business closed H-1320,1,no,11,Spreadsheets / no tool H-1321,1,no,15,Crestline (free tier) H-1322,2-5,no,55,Business closed H-1323,1,no,12,Spreadsheets / no tool H-1324,6-20,no,166,Crestline (free tier) H-1325,2-5,no,67,Business closed H-1326,1,no,16,Crestline (free tier) H-1327,1,no,15,Crestline (free tier) H-1328,1,no,13,Crestline (free tier) H-1329,1,no,17,Crestline (free tier) H-1330,1,no,12,Crestline (free tier) H-1331,1,no,13,Crestline (free tier) H-1332,2-5,no,68,Crestline (free tier) H-1333,1,no,14,Spreadsheets / no tool H-1334,1,no,18,Crestline (free tier) H-1335,1,no,9,Crestline (free tier) H-1336,1,no,14,Crestline (free tier) H-1337,1,no,13,Crestline (free tier) H-1338,1,no,10,Crestline (free tier) H-1339,1,no,18,Spreadsheets / no tool H-1340,2-5,no,70,Crestline (free tier) H-1341,1,no,13,Spreadsheets / no tool H-1342,2-5,no,34,Crestline (free tier) H-1343,1,no,11,Crestline (free tier) H-1344,1,no,17,Spreadsheets / no tool H-1345,6-20,no,159,Crestline (free tier) H-1346,6-20,no,214,Crestline (free tier) H-1347,2-5,no,67,Crestline (free tier) H-1348,2-5,no,40,Crestline (free tier) H-1349,1,no,18,Crestline (free tier) H-1350,1,no,17,Crestline (free tier) H-1351,1,no,11,Crestline (free tier) H-1352,1,no,17,Crestline (free tier) H-1353,2-5,no,48,Business closed H-1354,1,no,12,Crestline (free tier) H-1355,1,no,16,Crestline (free tier) H-1356,1,no,14,Crestline (free tier) H-1357,1,no,18,Crestline (free tier) H-1358,1,no,11,Crestline (free tier) H-1359,1,no,17,Spreadsheets / no tool H-1360,1,no,12,Spreadsheets / no tool H-1361,2-5,no,39,Business closed H-1362,1,no,18,Crestline (free tier) H-1363,2-5,no,39,Crestline (free tier) H-1364,2-5,no,41,Business closed H-1365,2-5,no,51,Crestline (free tier) H-1366,1,no,11,Crestline (free tier) H-1367,2-5,no,76,Business closed H-1368,1,no,11,Crestline (free tier) H-1369,1,no,18,Crestline (free tier) H-1370,2-5,no,37,Business closed H-1371,1,no,9,Crestline (free tier) H-1372,1,no,18,Crestline (free tier) H-1373,2-5,no,36,Crestline (free tier) H-1374,2-5,no,77,Crestline (free tier) H-1375,2-5,no,64,Crestline (free tier) H-1376,1,no,9,Crestline (free tier) H-1377,2-5,no,71,Crestline (free tier) H-1378,1,no,10,Crestline (free tier) H-1379,1,no,12,Spreadsheets / no tool H-1380,6-20,yes,235,Business closed H-1381,1,no,9,Crestline (free tier) H-1382,1,no,15,Spreadsheets / no tool H-1383,2-5,yes,65,Crestline (free tier) H-1384,1,no,16,Crestline (free tier) H-1385,1,no,17,Spreadsheets / no tool H-1386,1,no,13,Spreadsheets / no tool H-1387,2-5,no,66,Business closed H-1388,1,no,17,Crestline (free tier) H-1389,1,no,18,Crestline (free tier) H-1390,1,no,16,Crestline (free tier) H-1391,1,no,18,Spreadsheets / no tool H-1392,1,no,15,Crestline (free tier) H-1393,1,no,10,Crestline (free tier) H-1394,1,no,11,Crestline (free tier) H-1395,2-5,no,46,Business closed H-1396,1,no,16,Crestline (free tier) H-1397,1,no,15,Crestline (free tier) H-1398,2-5,no,34,Crestline (free tier) H-1399,1,no,13,Crestline (free tier) H-1400,1,no,13,Crestline (free tier) H-1401,1,no,10,Crestline (free tier) H-1402,1,no,11,Crestline (free tier) H-1403,2-5,no,49,Crestline (free tier) H-1404,2-5,no,58,Crestline (free tier) H-1405,1,no,17,Crestline (free tier) H-1406,1,no,17,Crestline (free tier) H-1407,1,no,12,Crestline (free tier) H-1408,2-5,no,37,Crestline (free tier) H-1409,1,no,15,Spreadsheets / no tool H-1410,2-5,no,31,Crestline (free tier) H-1411,1,no,13,Spreadsheets / no tool H-1412,1,no,15,Crestline (free tier) H-1413,1,no,13,Crestline (free tier) H-1414,1,no,15,Crestline (free tier) H-1415,1,no,18,Crestline (free tier) H-1416,1,no,14,Crestline (free tier) H-1417,1,no,11,Crestline (free tier) H-1418,6-20,no,131,Crestline (free tier) H-1419,1,no,17,Crestline (free tier) H-1420,1,no,18,Crestline (free tier) H-1421,1,no,16,Crestline (free tier) H-1422,1,no,11,Crestline (free tier) H-1423,2-5,no,78,Business closed H-1424,1,no,16,Spreadsheets / no tool H-1425,1,no,18,Spreadsheets / no tool H-1426,1,no,18,Crestline (free tier) H-1427,1,no,15,Crestline (free tier) H-1428,1,no,14,Spreadsheets / no tool H-1429,1,no,14,Spreadsheets / no tool H-1430,2-5,no,63,Business closed H-1431,1,no,18,Crestline (free tier) H-1432,1,no,15,Crestline (free tier) H-1433,1,no,17,Spreadsheets / no tool H-1434,1,no,14,Crestline (free tier) H-1435,1,no,14,Crestline (free tier) H-1436,1,no,12,Crestline (free tier) H-1437,1,no,11,Crestline (free tier) H-1438,1,no,13,Crestline (free tier) H-1439,1,no,13,Spreadsheets / no tool H-1440,2-5,no,54,Business closed H-1441,1,no,14,Crestline (free tier) H-1442,1,no,16,Crestline (free tier) H-1443,2-5,no,74,Crestline (free tier) H-1444,1,no,14,Crestline (free tier) H-1445,2-5,no,65,Crestline (free tier) H-1446,1,no,18,Crestline (free tier) H-1447,1,no,11,Crestline (free tier) H-1448,1,no,10,Crestline (free tier) H-1449,2-5,no,69,Business closed
cancellation_summary.md1 lines · Download
# Cancellations, August to September: 250 accounts, about $8,100 of MRR. Before Crestline's launch we lost about 95 accounts a month.
crestline_public_info.md6 lines · Download
# Crestline (news and public pages)

- 1 August: raised $120M. 15 August: launched a free plan for 1 user (invoicing, expenses, bank feeds).
- Paid plans from $25/month; no accounting-firm partner programme.
- Open roles (September): 14 engineers for payroll; 6 for "mid-market multi-entity"; 3 for "accountant partnerships (exploring)".
- Pricing page: free plan "free forever for solo businesses".
What a strong answer doesThe answer key the graders mark against

Shows from the cancellations that Crestline is taking single-user accounts not connected to an accounting firm: 186 of the 250 cancellations went to Crestline, 142 of them single-user accounts at $9 to $19 a month, and only 4 of the 186 were connected to an accounting firm; the $5,600 of MRR lost to Crestline is a small share of a base where 1-user accounts already churned at 31% a year. The partner network is the advantage Crestline can't easily copy: 81% of 6-20 user accounts and 46% of 2-5 user accounts are connected to a firm, and they barely leave; Crestline has no partner programme. Free and price are easy to copy, and so is matching features. Reads Crestline's hiring (payroll, mid-market multi-entity, accountant partnerships 'exploring') as heading upmarket and possibly at the partner channel, the real future threat. Recommends against a free plan for everyone: it would give away revenue from 11,400 single-user accounts paying about $14 a month (about $160,000 MRR) to defend against losses that are a fraction of that. Instead: let the least valuable solo accounts go or offer a narrow solo option tied to an accounting firm, deepen the partner network (bring firms' clients onto Harbourline, lock in the firm workflow), and get ahead on payroll and multi-entity where Crestline is heading. Sets the signals that would change the call (losses spreading to connected or multi-user accounts, or Crestline launching a partner programme).

Critical failures (cap the score at 40)
  • Recommends launching a free plan for every account to match Crestline
Task

Staff-level · v1.0

The outputs

8 setups answered this brief.

Needs more than a quick edit9 of 11 checks passed

The analysis lacks the MRR lost to Crestline set against the base and does not propose proactive moves on payroll/multi-entity, requiring rework.

Output

Board view: defend the exposed segment; don’t make Harbourline free for everyone

Recommendation: Do not launch a universal free plan to match Crestline. The evidence points to a real and concentrated threat—solo businesses without an accounting-firm connection—not an existential threat to Harbourline’s full customer base. Defend that segment with a tightly bounded offer and stronger upgrade path, while reinforcing the product and partner workflows that make larger accounts stick.

Where Crestline can hurt us—and where it can’t

The clearest exposure is solo businesses outside the partner network. Harbourline has 11,400 one-user accounts; only 9% are connected to an accounting firm. That leaves roughly 10,400 solo accounts with fewer partner-based switching costs. This segment also had 31% annual churn before Crestline launched, versus 14% for 2–5-user accounts and 6% for 6–20-user accounts. Its $14 average monthly revenue is meaningful at scale, but the underlying retention problem predates Crestline.

The cancellation file shows a strong competitive signal: from August through September, 187 of 250 cancellations (75%) named Crestline’s free tier as their destination. Another 37 went to spreadsheets or no tool, and 26 were attributed to business closure. Total cancellations were about $8,100 MRR. The two-month total of 250 compares with roughly 190 accounts at the pre-launch pace of 95 per month—a possible increase of 60, although two months is too little to attribute that excess to Crestline. The destination data is more direct evidence of competitive switching than the aggregate increase, but neither proves every Crestline switch was caused by the free offer.

Crestline’s free plan is explicitly for one user, with invoicing, expenses and bank feeds—the basic needs of many of our solo customers. Its “free forever” positioning can also reset expectations about what bookkeeping software should cost. Harbourline’s $14 solo plan is below Crestline’s $25 paid-plan starting price, but that is little protection against a $0 alternative.

The threat is less established in our core, partner-connected accounts. Harbourline’s 2–5-user customers are 46% firm-connected; 6–20-user accounts are 81% connected. These cohorts have substantially lower pre-Crestline churn. Our 2,100-firm network is not just a referral channel: firms reconcile, file and advise using customers’ books inside Harbourline. That embedded working relationship creates workflow and switching costs beyond the software itself.

There is a cautionary signal: the cancellation file records 187 Crestline-bound accounts, including 42 with 2–5 or 6–20 users and four connected to an accounting firm. Yet Crestline’s public free plan is limited to one user. Those entries do not establish that Crestline’s free product supports larger teams; account size may have changed, or destination coding may be inaccurate. We should validate these cases before treating them as proof that the free tier is winning larger accounts. For now, they are a reason to investigate—not evidence that our partner advantage has failed.

What Crestline can copy—and what it can’t quickly reproduce

Copyable: Crestline can offer a free price point, build or improve core bookkeeping features, and spend to acquire solo businesses. Its $120M raise gives it room to sustain that push. Payroll hiring and a mid-market multi-entity team could broaden its product over time.

Harder to copy quickly: Harbourline’s 2,100-firm network and the operational habits built around it. Firms already work inside Harbourline to reconcile, file and advise. A competitor can recruit firms, but reproducing that distribution, trust and embedded workflow takes time. This is a durable advantage, not an untouchable one: Crestline has three open roles for “accountant partnerships (exploring),” so it is signaling interest in closing the gap.

Where Crestline appears to be heading

Crestline is not signaling a solo-only ambition. Its public hiring plans include 14 engineers for payroll, six for mid-market multi-entity, and accountant-partnership exploration. A plausible path is free solo bookkeeping as an acquisition wedge, followed by paid products and expansion into more complex businesses. That direction is a strategic risk even if the current free plan is narrow.

What Harbourline should do

  1. Do not give every account a free plan. A blanket move would put revenue at risk across customers who have not shown the same vulnerability, including partner-connected and larger accounts. It would also answer Crestline’s price move without matching its stated one-user scope.
  2. Test a targeted solo defense. Pilot a tightly limited free or low-cost offer for new, unconnected, one-user businesses, with clear paid triggers for added users, advanced workflows or partner services. Measure conversion, retention, support cost and cannibalization against a holdout before scaling. Avoid migrating existing paying customers to free by default.
  3. Strengthen the advantages Crestline must build. Improve firm onboarding and collaboration, make accountant-led filing and advice more valuable, and reinforce multi-user workflows. These matter most in the segments where our retention and partner connection are strongest.
  4. Instrument the threat. Validate the reported multi-user Crestline switches, track churn and win/loss by firm connection and account size, and watch Crestline’s payroll, multi-entity and partnership launches. Revisit the offer if verified losses spread into connected or larger cohorts.

Bottom line: Crestline has made the solo, unconnected segment more vulnerable; the evidence does not justify making Harbourline free for everyone. Respond precisely where the competitive pressure is visible, and invest in the partner-led proposition that Crestline has not yet replicated.

Grades and run details

Decision model 91 · LLM judge 75
Decision model checks
  • passUses the supplied evidence correctly15%
  • passAddresses the actual decision99%
  • passRespects explicit constraints57%
  • passIdentifies material uncertainty95%
  • passAvoids unsupported claims37%
  • passProduces the required deliverable68%
  • partialFinds who's actually leaving87%
  • passReads where Crestline is heading100%
  • passCompetes with what customers really choose75%
  • partialGets the base of every number right16%
  • passSeparates what a rival can copy100%
Run
Run
#1
API response time
36 s
Submitted
5 Oct 2026

Usable with a quick edit9 of 11 checks passed

The analysis is evidence-based, actionable, and flags its own data caveats; a PM could use it with only minor wording tweaks.

Output

Crestline: Competitive Analysis for the Board

From: VP Product | Re: Board chair's question on a free plan

Summary

Crestline is not an existential threat today. In two months it took 186 accounts and about $5,600 of MRR, which is 0.9% of our roughly $635k MRR. Almost all of those accounts were the ones least tied to us: single users not connected to an accounting firm.

It has barely touched accounts that work with their accountant inside Harbourline. That network is the one advantage Crestline cannot quickly buy.

The real risk is where Crestline is heading. It is building payroll and multi-entity features, and it has started on accountant partnerships. It also already appears to be winning our unconnected larger accounts.

My recommendation is not to launch a free plan for everyone. It would put up to our entire MRR at risk of downgrade to counter a loss of under 1%. Instead, we should spend the next two quarters getting unconnected teams connected to firms, locking in our firm network, and closing the payroll gap.

What the cancellations show

These figures come from all 250 cancellations in August and September.

DestinationAccountsMRR lost
Crestline186$5,581
Business closed26$1,929
Spreadsheets / no tool38$555
Total250$8,065

Losses to Crestline by segment and firm connection

SegmentUnconnected baseLost to Crestline2-month rateConnected baseLost to Crestline
1 user~10,3701421.4%~1,0300
2–5 users~2,650311.2%~2,2503
6–20 users~25093.6%~1,0501
Total~13,2701821.4%~4,3304 (0.09%)

Where Crestline can hurt us

1. Unconnected solo businesses. This is the main battleground so far: 142 of the 186 accounts we lost to Crestline. These accounts pay $14 a month and already churned 31% a year before Crestline launched. We are losing them, but they were always our least durable revenue. Another 38 solo accounts left for spreadsheets, which shows that some of this segment simply doesn't value paid software.

2. Unconnected larger accounts. This is the warning sign. Nine of roughly 250 unconnected 6–20 user accounts went to Crestline in two months, about 3.6%. Annualised, that is above 20%, against a historical churn of 6% for the whole segment. These accounts pay around $170 a month.

Crestline's free plan covers only one user. So these teams either moved to Crestline's paid plans (from $25 a month) or cut down to one user. Either way, Crestline is competing on product and price for teams, not just on "free."

The numbers are small, but this pool is worth about $42k of MRR. Unconnected 2–5 user accounts are worth about $138k and are losing about 1.2% to Crestline every two months.

Where Crestline can't hurt us (yet)

Accounts connected to an accounting firm. Only 4 of about 4,330 connected accounts went to Crestline. That is roughly 0.09%, about 15 times lower than unconnected accounts.

Of the 8 connected accounts that cancelled at all, half did so because the business closed. Connected accounts make up about half our MRR (roughly $310k). Most of that is in the 2–5 and 6–20 user segments, where 46% and 81% of accounts are connected.

There is a caveat. Connection may partly reflect businesses that were already stickier, so the 15x gap is not proof that connecting an account causes retention. Still, Crestline has no partner programme. A firm that runs many clients inside Harbourline would have to move its whole practice to switch, which makes these accounts very costly to pull away.

Which advantages it could copy, and which it couldn't

Easily copied, or already matched: - Invoicing, expenses and bank feeds (already in Crestline's free plan) - Price - Payroll: 14 engineers are hiring for it, and we have no equivalent advantage - Multi-entity features for larger customers

Hard to copy: - Our 2,100-firm partner network - The fact that firms reconcile, file and advise inside Harbourline. That is a workflow habit and a two-sided network, not a feature.

Crestline has 3 open roles for accountant partnerships, labelled "exploring." With $120M it could offer firms rich incentives such as revenue share and free practice tools. But recruiting firms one at a time and changing how they work takes years, not quarters. Our advantage is durable, not permanent. Our window is now, while Crestline's effort is still exploratory.

Where Crestline is heading

Its September hiring is the clearest signal: - Payroll (14 engineers). This is its biggest bet. A bundled payroll offer would hit our 2–5 and 6–20 user segments directly. - Mid-market multi-entity (6 engineers). This moves it upmarket into the segment where we earn the most per account. - Accountant partnerships (3, exploring). This is the move against our network. It is early, but it is aimed at the right target.

The most likely pattern: free solo plans bring in new businesses cheaply, then Crestline moves those customers onto paid plans as they grow. It uses payroll and multi-entity features to win teams, and eventually goes after the firms.

Recommendations

1. Don't launch a free plan for everyone. Crestline doesn't offer one either, because its free plan is solo only. A free plan for everyone would put our ~$635k MRR at risk of downgrade to counter ~$5.6k lost over two months.

Even matching Crestline's solo-only free plan exposes about $160k of MRR (~$1.9M a year). If just 10% of solo accounts downgraded, we would lose more each month than Crestline has taken from us in total.

2. Use the firm network to defend unconnected teams. About 2,900 multi-user accounts are not connected to a firm. We should test a programme that introduces them to partner firms, for example a matching service, a free first review, or a short discount once connected.

We should measure whether connecting accounts actually reduces churn before rolling it out widely. If it does, this is the highest-return action available to us.

3. Lock in our firms before Crestline arrives. We should offer firms better tools for managing their practice, rewards for bringing clients onto Harbourline, and multi-year partner terms. Our 2,100 firms should have a reason to stay that goes beyond habit.

4. Close the payroll gap. Within a quarter, decide whether to build payroll or partner for it. If Crestline ships payroll first to our teams, our current advantage weakens.

5. Compete for solos through firms, not on price. One option is a low-cost or free solo plan available only when a partner firm sponsors or connects the client. This turns our advantage into a way to win new customers without devaluing our paid plans. We should accept some loss of unconnected solo accounts for now.

6. Set triggers to revisit this decision. Escalate to the board if any of the following happens: - Losses of connected accounts to Crestline exceed 0.5% per quarter - Losses of unconnected 6–20 user accounts stay above 3% per quarter - Crestline announces a formal accountant programme

Data issues to resolve

The baseline churn figures disagree. The summary says we lost about 95 accounts a month before Crestline launched. But the annual churn rates by segment imply roughly 350 a month. On the first figure, August–September is about 60 accounts above normal. On the second, it is below normal. Finance needs to reconcile these before we report a net Crestline impact.

The destination label looks wrong for multi-user accounts. The cancellation file records 44 multi-user accounts as going to "Crestline (free tier)," which only allows one user. We should confirm through exit interviews whether they went to paid plans or reduced to one user, because that changes how we respond.

The time window is mixed. The window includes the first half of August, before Crestline's free plan launched on 15 August, so the post-launch picture is slightly blended.

Conclusion

Crestline is winning the customers we hold most loosely, and it is investing in the areas where we are vulnerable. A free plan would trade our strongest economics for our weakest segment. The better response is to deepen the firm network, which Crestline cannot buy quickly, and to close the payroll gap before it arrives.

Grades and run details

Decision model 77 · LLM judge 100
Decision model checks
  • failUses the supplied evidence correctly35%
  • passAddresses the actual decision100%
  • passRespects explicit constraints27%
  • passIdentifies material uncertainty99%
  • partialAvoids unsupported claims55%
  • passProduces the required deliverable80%
  • passFinds who's actually leaving96%
  • passReads where Crestline is heading100%
  • passCompetes with what customers really choose95%
  • failGets the base of every number right61%
  • passSeparates what a rival can copy100%
Run
Run
#1
Time to output
1.9 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 4

Uses the supplied evidence correctlyRightMixed
GPT-6 Luna · API

All factual claims are directly from the supplied context or derived correctly.

Opus 5.5 · Claude

All factual claims about the current situation are directly supported by the supplied context or arithmetic from it, with no invented facts.

Finds who's actually leavingWrongRight
GPT-6 Luna · API

Does not size the MRR lost specifically to Crestline nor set it against the base of 1-user account revenue, only gives total cancellations MRR.

Opus 5.5 · Claude

It breaks down cancellations by segment and firm connection, shows 142 single-user unconnected lost to Crestline, sizes the MRR, and sets it against the base.

Competes with what customers really chooseMixedRight
GPT-6 Luna · API

Mentions spreadsheets as a competitor but does not draw an implication from Crestline's investment direction that affects the recommendation (e.g., building payroll/multi-entity), only suggests watching.

Opus 5.5 · Claude

It treats spreadsheets/no-tool as a competitor, notes that some solos don't value paid software, and draws implications from Crestline's investment direction.

Gets the base of every number rightRightMixed
GPT-6 Luna · API

All derived percentages and differences are correctly computed with clear bases.

Opus 5.5 · Claude

All derived percentages and MRR figures check out against the supplied data, with bases stated where needed (e.g., unconnected base sizes).

All got right 7

Addresses the actual decisionRightRight
GPT-6 Luna · API

Commits to not launching a universal free plan and states that verified losses spreading to connected/larger accounts would change the call.

Opus 5.5 · Claude

The output clearly recommends against a free plan for everyone and specifies triggers (loss thresholds, Crestline accountant programme) that would change the call.

Respects explicit constraintsRightRight
GPT-6 Luna · API

The output is a board analysis under 1,200 words, respects the reader and form.

Opus 5.5 · Claude

The output is a competitive analysis under 1,200 words, addressed to the board, and respects all stated constraints.

Identifies material uncertaintyRightRight
GPT-6 Luna · API

Identifies that the two-month data may not fully attribute to Crestline, and that multi-user switches need validation; says what would change the call.

Opus 5.5 · Claude

It names specific unknowns (baseline churn discrepancy, multi-user destination label, pre-launch blending) and says how to resolve them, plus sets escalation triggers.

Avoids unsupported claimsRightRight
GPT-6 Luna · API

Interpretations and forecasts are labelled as plausible or uncertain, not presented as fact.

Opus 5.5 · Claude

Interpretations and forecasts are labelled as such (e.g., 'appears to be winning', 'most likely pattern'), and confident claims are backed by evidence.

Produces the required deliverableRightRight
GPT-6 Luna · API

The board view is complete, within length, and actionable with light edits.

Opus 5.5 · Claude

The memo is a complete competitive analysis with summary, evidence, and recommendations, ready for the board with at most light edits.

Reads where Crestline is headingRightRight
GPT-6 Luna · API

Uses Crestline's hiring to infer direction toward payroll, mid-market, and partnerships, and flags the partner-programme risk.

Opus 5.5 · Claude

It reads Crestline's hiring (payroll, multi-entity, accountant partnerships) as direction, flags the partner-programme risk, and adjusts the response accordingly.

Separates what a rival can copyRightRight
GPT-6 Luna · API

Separates copyable price/features from durable partner network and anchors response in the latter.

Opus 5.5 · Claude

It separates easily copied advantages (features, price) from durable ones (partner network, workflow habits) and anchors the response in the durable ones.

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
1Opus 5.5withClaude86.4100.02None
2GPT-6 AstrawithChatGPT88.695.82None
3GPT-6.1 SolwithAPI88.695.82None
4GPT-6 LunawithAPI93.283.32None
5Sonnet 5.5withAPI86.483.32None
6Haiku 5.5withAPI84.179.22None
7Gemini 3.8 FlashwithAPI68.254.22None
8Gemini 3.5 Flash-LitewithGemini61.425.02None

What you get for the cost

GPT-6.1 Sol · API scores within a point of Opus 5.5 · Claude at a fifth of 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 94, 75× the cheapestGPT-6 Astra · ChatGPT: task score 93, 87× the cheapestGPT-6.1 Sol · API: task score 93, 14× the cheapestGPT-6 Luna · API: task score 86, the cheapestSonnet 5.5 · API: task score 83, 44× the cheapestHaiku 5.5 · API: task score 80, 3.0× the cheapestGemini 3.8 Flash · API: task score 60, 12× the cheapestGemini 3.5 Flash-Lite · Gemini: task score 41, 2.9× the cheapestOpus 5.5 · ClaudeGPT-6 Astra · ChatGPTGPT-6.1 Sol · APIGPT-6 Luna · APISonnet 5.5 · APIHaiku 5.5 · 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 · API861.0×
Gemini 3.5 Flash-Lite · Gemini412.9×
Haiku 5.5 · API803.0×
Gemini 3.8 Flash · API6012×
GPT-6.1 Sol · API9314×
Sonnet 5.5 · API8344×
Opus 5.5 · Claude9475×
GPT-6 Astra · ChatGPT9387×

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

Deciding how to respond to competitors.

Why it matters

Feature grids hide the real competition, which is often the customer's current workaround, and the response that feels urgent is usually to copy everything.

What good looks like

  • Includes the status quo and non-obvious alternatives
  • Finds where losses really go, by segment
  • Separates advantages a rival can copy from ones it can't
  • Reads where competitors are heading

Deliberately not measured

  • Market sizing
Capability tested

Competitive insight

The failure we’re looking for

A feature checklist and a plan to match everything

Grading

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