Index › HR › Performance and talent management › Goals and OKRs › Small business · November 2026 Edition
Goals and OKRs for small business buyers
Asked as “OKR software”, and as “goal management platform”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Profit.co 17%
18Tability17Profit.co15Perdoo50others
18% of first choices, contested.
Since October 2026▼−12Since October 2026: 30% → 18%, −12 points. Inside the 13-point floor: within noise.Tability held the lead, −12 points on 30%, inside the 13-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Tability18%Contested▼−12Since October 2026: 30% → 18%, −12 points. Inside the 13-point floor: within noise.This pageMid-marketTability29%Contested↗new leaderNew leader since October 2026: Tability (29%) replaces Perdoo (24% then, 12% now), 17 points clear, past the 13-point floor.Standing →Enterprise
WorkBoard37%Contested=heldSince October 2026: 37% → 37%, ±0 points. Inside the 13-point floor: within noise.Standing →
Tability18%Contested▼−12Since October 2026: 30% → 18%, −12 points. Inside the 13-point floor: within noise.This pageMid-marketTability29%Contested↗new leaderNew leader since October 2026: Tability (29%) replaces Perdoo (24% then, 12% now), 17 points clear, past the 13-point floor.Standing →EnterpriseWorkBoard37%Contested=heldSince October 2026: 37% → 37%, ±0 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Tability18%8%49accepted challenger▼−12Since October 2026: 30% → 18%, −12 points. Inside the 13-point floor: within noise.30% → 18%
Tability18%8%49accepted challenger▼−12Since October 2026: 30% → 18%, −12 points. Inside the 13-point floor: within noise.30% → 18%02
Profit.co17%11%35accepted challenger▲+8Since October 2026: 9% → 17%, +8 points. Inside the 13-point floor: within noise.9% → 17%
Profit.co17%11%35accepted challenger▲+8Since October 2026: 9% → 17%, +8 points. Inside the 13-point floor: within noise.9% → 17%03
Perdoo15%9%57accepted challenger▼−6Since October 2026: 21% → 15%, −6 points. Inside the 13-point floor: within noise.21% → 15%
Perdoo15%9%57accepted challenger▼−6Since October 2026: 21% → 15%, −6 points. Inside the 13-point floor: within noise.21% → 15%04
Mooncamp12%8%36accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 13-point floor: within noise.5% → 12%
Mooncamp12%8%36accepted challenger▲+7Since October 2026: 5% → 12%, +7 points. Inside the 13-point floor: within noise.5% → 12%05
OKRs Tool12%4%23accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 13-point floor: within noise.4% → 12%
OKRs Tool12%4%23accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 13-point floor: within noise.4% → 12%06
Weekdone7%2%56accepted challenger▼−7Since October 2026: 14% → 7%, −7 points. Inside the 13-point floor: within noise.14% → 7%
Weekdone7%2%56accepted challenger▼−7Since October 2026: 14% → 7%, −7 points. Inside the 13-point floor: within noise.14% → 7%07
ClickUp5%11%27accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%
ClickUp5%11%27accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%08
Leapsome3%18%11accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
Leapsome3%18%11accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%09
Asana2%21%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Asana2%21%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%10
15Five2%30%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
15Five2%30%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%11
Teamflect2%31%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Teamflect2%31%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%12
Microsoft Viva Goals2%43%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Microsoft Viva Goals2%43%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%13
Lattice2%47%34criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Lattice2%47%34criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%14WorkBoard2%71%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
WorkBoard2%71%17criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
20
Betterworks0%100%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Betterworks0%100%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%19
Quantive0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Quantive0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%17
Notion0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Notion0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
ONES.com0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
ONES.com0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%18Synergita OKR0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Tability vs LeapsomeTability vs OKRs ToolTability vs MooncampTability vs TeamflectProfit.co vs PerdooProfit.co vs LatticeProfit.co vs LeapsomeProfit.co vs OKRs ToolProfit.co vs MooncampProfit.co vs TeamflectPerdoo vs LatticePerdoo vs LeapsomePerdoo vs OKRs ToolPerdoo vs MooncampPerdoo vs TeamflectLattice vs LeapsomeLattice vs OKRs ToolLattice vs MooncampLattice vs TeamflectLeapsome vs OKRs ToolLeapsome vs MooncampLeapsome vs TeamflectOKRs Tool vs MooncampOKRs Tool vs TeamflectMooncamp vs Teamflect
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112131415
1617S18
1920Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Tability18%
Tability18%02Profit.co17%
Profit.co17%03Perdoo15%
Perdoo15%04Mooncamp12%
Mooncamp12%05OKRs Tool12%
OKRs Tool12%06Weekdone7%
Weekdone7%07ClickUp5%
ClickUp5%08Leapsome3%
Leapsome3%09Asana2%
Asana2%1015Five2%
15Five2%11Teamflect2%
Teamflect2%12Microsoft Viva Goals2%
Microsoft Viva Goals2%13Lattice2%
Lattice2%14WorkBoard2%
WorkBoard2%15ONES.com0%
ONES.com0%16PeopleGoal0%
PeopleGoal0%17Notion0%
Notion0%18Synergita OKR0%
19Quantive0%
Quantive0%20Betterworks0%
Betterworks0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Betterworks100%
17 of 17 labels negative · 12 of 14 models · 9 hard negative
“Enterprise-grade calibration, coaching, and performance management features; custom pricing; no free plan; overkill for teams under 50 people.” GLM 4.7 FlashX, negative prompt
Lattice47%
16 of 34 labels negative · 10 of 14 models · 7 hard negative
“more suited to mid-market and large companies; pricing and complexity don't fit early-stage startups” GLM 4.7 FlashX, negative prompt
WorkBoard71%
12 of 17 labels negative · 9 of 14 models · 6 hard negative
“Tools like Workboard are designed for large organizations and often lack self-serve access, making them difficult and expensive for small teams” Mistral Small, negative prompt
Microsoft Viva Goals43%
6 of 14 labels negative · 6 of 14 models · 5 hard negative
“Microsoft retired Viva Goals at the end of 2025 with no successor... Avoid anything with signs of instability or consolidation risk.” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 742 links across 117 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · ONES.com40 answers · 95 citations · 12 models
vendor site · OKRs Tool40 answers · 67 citations · 12 models
vendor site · Tability33 answers · 66 citations · 12 models
vendor site · Mooncamp31 answers · 44 citations · 12 models
vendor site · PeopleGoal31 answers · 31 citations · 10 models
21 answers · 27 citations · 6 models
vendor site · Worxmate18 answers · 24 citations · 9 models
18 answers · 23 citations · 7 models
vendor site · Profit.co17 answers · 29 citations · 11 models
vendor site · FirstHR15 answers · 15 citations · 9 models
vendor site · Perdoo14 answers · 16 citations · 7 models
vendor site · G213 answers · 20 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
31 answers · 10 models
21 answers · 10 models
15 answers · 6 models
15 answers · 9 models
15 answers · 8 models
13 answers · 8 models
13 answers · 8 models
13 answers · 9 models
12 answers · 8 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best okr software”, “okr software”, “okr tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Tability tability.io | 18% | 118 | 320 | 14 | 39,804 | 3 | ||
| Profit.co profit.co | 17% | 129 | 590 | 0 | 28,000 | 26 | ||
| Perdoo perdoo.com | 15% | 123 | 390 | 1 | 8,147 | 16 | ||
| Mooncamp mooncamp.com | 12% | 68 | 720 | 0 | 58,678 | 1 | ||
| OKRs Tool okrstool.com | 12% | 58 | 260 | 20 | 6,738 | 1 | 1 | |
| Weekdone weekdone.com | 7% | 89 | 170 | 1 | 9,742 | 1 | ||
| ClickUp clickup.com | 5% | 62 | 201,000 | 1,733 | 322,021 | $1,470 | 120 | |
| Leapsome leapsome.com | 3% | 378 | 2,900 | 32 | 51,450 | $18,531 | 60 | |
| Asana asana.com | 2% | 61 | 301,000 | 6,012 | 1,486,362 | $110,925 | 113 | |
| Koan | 2% | 12,100 | 378 |
Google's top ten for the three searches hold 12 sites; 3 of them are among the sites the models cited here (mooncamp.com, okrstool.com, tability.io). The first result for “best okr software” is okrstool.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best OKR software for a small B2B company?”Paraphrase“Which goal management platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top OKR tools for a small team and how do they differ?”Budget-constrained“What is the best OKR software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a OKR software. What should we look at?”Negative“Which OKR tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Mooncamp, Perdoo, TabilityWeekdoneChangedWeekdoneagainst: BetterworksOKRs Toolno first choiceagainst: FlowyTeam, Peoplebox, WorkBoard
Two alternatives
Profit.co, WeekdoneThree alternatives
ClickUp, Perdoo, TabilityFour alternatives
Lattice, Perdoo, Profit.co, TabilityThree alternatives
SugarOKR, Synergita OKR, TabilityGPT-5.4 miniClickUpLatticeChangedWeekdoneagainst: 15Five, BetterworksOKRs Toolagainst: Todoistno first choiceagainst: Lattice
Three alternatives
Leapsome, Perdoo, TabilityThree alternatives
Cascade Strategy, Perdoo, StretyThree alternatives
Mooncamp, Perdoo, Profit.coThree alternatives
Asana, Confluence, TwiserGemini 3.5 FlashProfit.coProfit.coHeldPerdooPerdoo, Profit.coPerdooagainst: Betterworks, Quantive Resultsagainst: Asana, Betterworks, ClickUp, Jira, Microsoft Viva Goals, Oracle Cloud, Quantive, SAP SuccessFactors, Trello, WorkBoard, Workday
Five alternatives
15Five, ClickUp, Lattice, Microsoft Viva Goals, WeekdoneThree alternatives
15Five, ClickUp, WeekdoneFour alternatives
ClickUp, Mooncamp, Tability, WeekdoneSix alternatives
ClickUp, Coda, Notion, OKRs Tool, Tability, TeamflectSix alternatives
15Five, Lattice, Leapsome, Microsoft Viva Goals, Mooncamp, Profit.coPerplexity SonarMooncampagainst: LatticeAsanaChangedagainst: Betterworks, WorkBoardPerdooagainst: LatticeOKRs Toolagainst: Tabilityno first choiceagainst: 15Five, Betterworks, Lattice
Two alternatives
Perdoo, TabilityOne alternative
SalesmateFive alternatives
Asana, Mooncamp, Profit.co, Tability, WeekdoneThree alternatives
Perdoo, SimpleOKR, TeamflectGrok 4.20Tabilityagainst: 15Five, Betterworks, Businessmap, Google Sheets, Lattice, Notion, Trello, WorkdayClickUpChangedagainst: Jira AlignMooncamp, Weekdoneagainst: QuantiveOKRs Toolagainst: 15Five, Latticeno first choiceagainst: 15Five, Betterworks, Engagedly, Lattice, Leapsome, Microsoft Viva Goals, Perdoo, Quantive
Four alternatives
Mooncamp, PeopleGoal, Synergita OKR, WeekdoneThree alternatives
Asana, Lattice, PerdooFive alternatives
ClickUp, Notion, PeopleGoal, Perdoo, TabilityTwo alternatives
Perdoo, TabilityMistral SmallMooncamp, Profit.cono first choiceChangedTabilityOKRs Tool, Tabilityno first choiceagainst: Employment Hero, OKRs Tool, Tability, WorkBoard
Three alternatives
Synergita OKR, Tability, WeekdoneFive alternatives
Mooncamp, ONES.com, PeopleGoal, Perdoo, WeekdoneThree alternatives
Perdoo, Profit.co, WeekdoneDeepSeek V4 FlashTabilityClickUpChangedPerdoo, Tabilityagainst: Betterworks, QuantiveProfit.coagainst: LatticePerdoo, Tability, Weekdoneagainst: Betterworks, Quantive, WorkBoardagainst: Betterworks, Microsoft Viva Goals, Perdoo, Quantive, Teamflect, WorkBoard
Three alternatives
Mooncamp, OKRs Tool, PerdooFour alternatives
Asana, Lattice, Leapsome, PerdooFour alternatives
Mooncamp, ONES.com, Profit.co, WeekdoneThree alternatives
ClickUp, Tability, WorxmateFour alternatives
ClickUp, Notion, ONES.com, Profit.coLlama 4 Maverickno first choicePerdooChangedOKRs Toolagainst: Betterworksno first choiceno first choicenothing named
Seven alternatives
15Five, Lattice, Leapsome, Mooncamp, Profit.co, Synergita OKR, WeekdoneThree alternatives
Lattice, Profit.co, WeekdoneQwen 3.7 FlashMicrosoft Viva Goals, Perdoo15FiveChangedKoan, Weekdoneagainst: Asana, ClickUpTeamflectKoan, Leapsome, WorkBoardagainst: Asana, Basecamp, Jiraagainst: Excel, Google Sheets, Lattice, Microsoft Viva Goals, Perdoo, Profit.co, Quantive
Two alternatives
ClickUp, QuantiveThree alternatives
ClickUp, Lattice, WeekdoneTwo alternatives
Lattice, ONES.comFour alternatives
ClickUp, OKRs Tool, Perdoo, WeekdoneFour alternatives
ClickUp, Linear, Monday.com, NotionKimi K2Mooncamp, OKRs ToolMooncampChangedagainst: LatticePerdoo, Profit.coagainst: Quantive, WorkBoardProfit.coagainst: ClickUp, Quantive, TeamflectPerdoo, Weekdoneagainst: 15Five, BOJA OKR, Betterworks, Lattice, Leapsome, Quantive, SunFish HR / Misa Amis, Tability, Teamflect, WorkBoard
Three alternatives
15Five, Profit.co, TabilityTwo alternatives
15Five, WeekdoneFour alternatives
ClickUp, Synergita OKR, Tability, WeekdoneOne alternative
OKRs ToolThree alternatives
15Five, ONES.com, TabilityGLM 4.7 FlashXMooncamp, Perdoo, TabilityProfit.coChangedTabilityProfit.cono first choiceagainst: 15Five, Betterworks, Engagedly, Lattice, Microsoft Viva Goals, Mooncamp, Perdoo, Profit.co, Quantive, Tability, Teamflect, Weekdone
Two alternatives
SimpleOKR, WeekdoneSix alternatives
15Five, Cascade Strategy, ClickUp, Perdoo, Pipedrive, WeekdoneFour alternatives
Mooncamp, OKRs Tool, Perdoo, WeekdoneTwo alternatives
OKRs Tool, TabilityMiniMax M2.5OKRs Tool, TabilityTabilityChangedTabilityProfit.cono first choiceagainst: Betterworks, Jira Align, Lattice, OnePlatform, WorkBoard
One alternative
MooncampThree alternatives
Engagedly, PeopleGoal, WeekdoneFive alternatives
ClickUp, PeopleGoal, Perdoo, Profit.co, WeekdoneFive alternatives
OKRs Tool, Perdoo, Tability, Teamflect, WeekdoneGPT-6 LunaTabilityTabilityHeldPerdoo, Tability, Weekdoneagainst: Lattice, Profit.coPerdooTabilityagainst: Latticeagainst: Betterworks, Cascade Strategy, Microsoft Viva Goals, Mooncamp, Profit.co, WorkBoard
Two alternatives
Perdoo, WeekdoneTwo alternatives
ClickUp, PerdooOne alternative
MooncampThree alternatives
Tability, Teamflect, WeekdoneTwo alternatives
Perdoo, WeekdoneMuse Glimmer 30BMooncampLeapsome, WeekdoneChangedPerdoo, Tabilityagainst: WorkBoardProfit.cono first choiceagainst: Betterworks, Lattice, Mooncamp, Perdoo, WorkBoard
Three alternatives
OKRs Tool, Tability, WeekdoneTwo alternatives
Asana, OKRs ToolFour alternatives
Mooncamp, PeopleGoal, Synergita OKR, WeekdoneFour alternatives
OKRs Tool, ONES.com, Perdoo, WeekdoneBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:37 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:35 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 39 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 22 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 14 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:27 | yes | 24 | 103 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:25 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:29 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:46 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:08 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 9 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:06 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 20 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:51 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:58 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:17 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:47 | yes | 19 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:43 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 9 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:41 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:36 | yes | 5 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:31 | yes | 9 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:14 | yes | 25 | 207 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:17 | yes | 8 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:53 | yes | 6 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 16 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:26 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:37 | yes | 8 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:56 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:11 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 19 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | yes | 5 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 5 | 62 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 10 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:28 | yes | 10 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:00 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:56 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:08 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:29 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 29 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 20 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:43 | yes | 9 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:28 | yes | 15 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | no | 0 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:50 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:28 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:24 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 15 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:41 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | yes | 9 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:43 | yes | 10 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 15 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:37 | yes | 5 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 6 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:20 | yes | 22 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Ally (Microsoft Viva Goals) read as Microsoft Viva Goals
Ally.io read as Microsoft Viva Goals
Cascade read as Cascade Strategy
Google Sheet read as Google Sheets
GtmHub read as Quantive
Gtmhub read as Quantive
Gtmhub (now Quantive) read as Quantive
Synergita read as Synergita OKR
Unresolved, counted raw
10xWinners
Google Doc
ONES Project
OnePlatform
Oracle Cloud
Salesmate
Strety
SunFish HR / Misa Amis
Twiser
Zoye
Discontinued, still offered
No shut-down product was recommended here.