Goals and OKRs
Asked as “OKR software”, and as “goal management platform”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Tability 22%
24Perdoo22Tability13Lattice41others
24% of first choices, contested.
Since September 2026▲+13Since September 2026: 7% → 20%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Perdoo held the lead, +13 points on 7%, 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
Tability30%Contested▼−7Since September 2026: 37% → 30%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Perdoo24%Contested▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterprise
WorkBoard37%Contested↗new leaderNew leader since September 2026: WorkBoard (38%) replaces Betterworks (33% then, 24% now), 13 points clear, inside the 13-point floor.Standing →
Tability30%Contested▼−7Since September 2026: 37% → 30%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketPerdoo24%Contested▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseWorkBoard37%Contested↗new leaderNew leader since September 2026: WorkBoard (38%) replaces Betterworks (33% then, 24% now), 13 points clear, inside the 13-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Perdoo24%2%44accepted challenger▲+13Since September 2026: 7% → 20%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 20%
Perdoo24%2%44accepted challenger▲+13Since September 2026: 7% → 20%, +13 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 20%02Tability22%0%32accepted challenger▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.29% → 24%
Tability22%0%32accepted challenger▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.29% → 24%03
Lattice13%13%38accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 15%
Lattice13%13%38accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 15%04
OKRs Tool11%13%15accepted challenger▲+4Since September 2026: 9% → 13%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 13%
OKRs Tool11%13%15accepted challenger▲+4Since September 2026: 9% → 13%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 13%05
Profit.co7%9%34accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%
Profit.co7%9%34accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%06
Mooncamp7%4%26accepted challenger▼−5Since September 2026: 11% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 7%
Mooncamp7%4%26accepted challenger▼−5Since September 2026: 11% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 7%07
Betterworks2%23%26accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Betterworks2%23%26accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%08WorkBoard2%32%34criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
WorkBoard2%32%34criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%09
ClickUp2%25%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
ClickUp2%25%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%Show the five products at 0%, ordered by negative rate
14
Microsoft Viva Goals0%55%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Microsoft Viva Goals0%55%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
Asana0%33%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Asana0%33%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
Quantive0%29%24criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Quantive0%29%24criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%10
Weekdone0%19%31accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Weekdone0%19%31accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
15Five0%6%18accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 0%
15Five0%6%18accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Perdoo vs Profit.coPerdoo vs MooncampPerdoo vs BetterworksPerdoo vs WorkBoardTability vs LatticeTability vs OKRs ToolTability vs Profit.coTability vs MooncampTability vs BetterworksTability vs WorkBoardLattice vs OKRs ToolLattice vs Profit.coLattice vs MooncampLattice vs BetterworksLattice vs WorkBoardOKRs Tool vs Profit.coOKRs Tool vs MooncampOKRs Tool vs BetterworksOKRs Tool vs WorkBoardProfit.co vs MooncampProfit.co vs BetterworksProfit.co vs WorkBoardMooncamp vs BetterworksMooncamp vs WorkBoardBetterworks vs WorkBoard
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Perdoo24%
Perdoo24%02Tability22%
Tability22%03Lattice13%
Lattice13%04OKRs Tool11%
OKRs Tool11%05Profit.co7%
Profit.co7%06Mooncamp7%
Mooncamp7%07Betterworks2%
Betterworks2%08WorkBoard2%
WorkBoard2%09ClickUp2%
ClickUp2%10Weekdone0%
Weekdone0%1115Five0%
15Five0%12Quantive0%
Quantive0%13Asana0%
Asana0%14Microsoft Viva Goals0%
Microsoft Viva Goals0%What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, 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.
WorkBoard32%
11 of 34 labels negative · 8 of 14 models
“**Enterprise-heavy platforms** (e.g., WorkBoard, Betterworks, Ally.io): Great for large orgs but criticized for: Quote-based/opaque pricing with high costs and minimums” Grok 4.1 Fast, negative prompt
Asana33%
7 of 21 labels negative · 7 of 14 models · 2 hard negative
“"Not a developer issue tracker, an OKR specialist, or a BI tool — the moment any of those needs dominates, a dedicated product usually wins."; "These tools were never made to help you achieve goals."ance” Muse Glimmer 30B, negative prompt
Weekdone19%
6 of 31 labels negative · 6 of 14 models · 2 hard negative
“Statuses are auto-assigned from progress with no override...which would prevent recommending it for check-ins” Claude Haiku 4.5, negative prompt
Microsoft Viva Goals55%
11 of 20 labels negative · 5 of 14 models · 8 hard negative
“AVOID: Discontinued / Dead-End Tools ... Acquired by Microsoft (2021), rebranded as Viva Goals, then Microsoft retired Viva Goals on Dec 31, 2025” Kimi K2, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1047 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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 · Tability57 answers · 117 citations · 12 models
vendor site · OKRs Tool50 answers · 93 citations · 12 models
vendor site · Mooncamp42 answers · 59 citations · 11 models
vendor site · Guideflow32 answers · 34 citations · 12 models
vendor site · Profit.co28 answers · 38 citations · 12 models
26 answers · 29 citations · 11 models
vendor site · ONES.com19 answers · 28 citations · 10 models
vendor site · WorkBoard18 answers · 21 citations · 9 models
vendor site · Teamflect17 answers · 21 citations · 6 models
vendor site · Rework17 answers · 18 citations · 9 models
vendor site · Synergita17 answers · 17 citations · 9 models
vendor site · G216 answers · 32 citations · 9 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.
33 answers · 11 models
32 answers · 12 models
30 answers · 11 models
28 answers · 12 models
28 answers · 10 models
21 answers · 9 models
16 answers · 10 models
15 answers · 12 models
14 answers · 8 models
14 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 |
|---|---|---|---|---|---|---|---|---|
| Perdoo perdoo.com | 24% | 121 | 390 | 1 | 8,147 | 16 | ||
| Tability tability.io | 22% | 99 | 320 | 14 | 39,804 | 3 | ||
| Lattice lattice.com | 13% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | 7 |
| OKRs Tool okrstool.com | 11% | 57 | 260 | 20 | 6,738 | 1 | 1 | |
| Profit.co profit.co | 7% | 117 | 590 | 0 | 28,000 | 26 | ||
| Mooncamp mooncamp.com | 7% | 71 | 720 | 0 | 58,678 | 1 | ||
| Betterworks betterworks.com | 2% | 265 | 3,600 | 21 | 12,379 | 0 | ||
| WorkBoard workboard.com | 2% | 108 | 1,900 | 19 | 66,805 | $56 | 15 | |
| Teamflect teamflect.com | 2% | 149 | 880 | 12 | 12,592 | 30 | 8 | |
| ClickUp clickup.com | 2% | 73 | 201,000 | 1,733 | 322,021 | $1,470 | 120 |
Google's top ten for the three searches hold 12 sites; 6 of them are among the sites the models cited here (mooncamp.com, okrstool.com, peoplemanagingpeople.com, synergita.com, tability.io, teamflect.com). 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 mid-market B2B company?”Paraphrase“Which goal management platform would you recommend to a mid-sized B2B company?”Comparative“What are the top OKR tools and how do they differ?”Budget-constrained“What is the best OKR software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a OKR software. What should we look at?”Negative“Which OKR tools should I avoid or be cautious about?”
Claude Haiku 4.5MooncampMooncampHeldTabilityOKRs Tool, Tabilityno first choiceagainst: Asana, Leapsome, Profit.co, SimpleOKR, Weekdone
Three alternatives
Perdoo, Profit.co, TabilityThree alternatives
Betterworks, Lattice, PerdooOne alternative
MooncampTwo alternatives
Synergita, TeamflectGPT-5.4 miniPerdooLatticeChangedPerdoo, WeekdonePerdoo, Profit.coagainst: WorkBoardno first choiceagainst: Datalligence, Lattice, OKR Board for Jira & Confluence, Perdoo, WorkBoard
Two alternatives
Profit.co, WorkBoardThree alternatives
Betterworks, Weekdone, WorkBoardThree alternatives
Betterworks, Leapsome, WorkBoardGemini 3.5 FlashTabilityTabilityHeldagainst: Microsoft Viva Goals, Quantive, WorkBoardno first choiceagainst: Microsoft Viva GoalsOKRs Tool, SugarOKR, TeamflectTabilityagainst: 7Geese, Asana, Betterworks, ClickUp, Google Sheets / Excel, Jira Align, Koan, Microsoft Viva Goals, Monday.com, Quantive, Weekdone, WorkBoard
Five alternatives
Lattice, Leapsome, Oboard, Perdoo, Profit.coFive alternatives
15Five, Asana, ClickUp, Lattice, MooncampEight alternatives
15Five, Asana, Lattice, Quantive Results, Tability, Teamflect, Weekdone, WorkBoardFour alternatives
Google Sheets or Microsoft Excel, ONES.com, Synergita, TabilityFive alternatives
Lattice, Leapsome, Mooncamp, Perdoo, Profit.coPerplexity SonarTabilityPerdooChangedPerdooPerdoono first choiceagainst: Excel, Google Sheets
Two alternatives
Mooncamp, PerdooTwo alternatives
Betterworks, Monday.comFive alternatives
Betterworks, Lattice, Quantive, Tability, WorkBoardThree alternatives
OKRs Tool, SugarOKR, TabilityGrok 4.1 FastLatticeagainst: BetterworksLatticeHeldTabilityagainst: WrikeClickUpagainst: Microsoft Viva GoalsWorkBoardagainst: Weekdoneagainst: Asana, Betterworks, ClickUp, Microsoft Viva Goals, OKRs Tool, WorkBoard
Four alternatives
Mooncamp, Profit.co, Weekdone, WorkBoardFive alternatives
15Five, Asana, Leapsome, Mooncamp, Profit.coFive alternatives
15Five, Lattice, Perdoo, Weekdone, WorkBoardThree alternatives
Notion, Perdoo, WeekdoneEight alternatives
Betterworks, ClickUp, Lattice, Microsoft Viva Goals, Perdoo, Profit.co, Quantive, WrikeMistral SmallPerdoo, TabilityBetterworks, TabilityChangedno first choiceagainst: Excel/SheetsOKRs Tool, Oboardno first choiceagainst: Storyflow
Two alternatives
Lattice, MooncampTwo alternatives
Asana, WeekdoneOne alternative
TabilityDeepSeek V4 FlashPerdooagainst: WorkBoardTabilityChangedno first choiceagainst: Betterworks, Microsoft Viva Goals, Profit.co, Weekdone, WorkBoardOKRs Tool, Perdoono first choiceagainst: Asana, ClickUp, Jira, Microsoft Viva Goals, Mooncamp, OKRs Tool, Oboard, Range, Rhythms
Three alternatives
Microsoft Viva Goals, Mooncamp, Profit.coFour alternatives
Lattice, Mooncamp, Perdoo, Profit.coSix alternatives
15Five, Lattice, Mooncamp, Perdoo, Quantive, TabilityThree alternatives
ONES.com, Teamflect, WeekdoneLlama 4 Maverickno first choiceLatticeChangedno first choiceagainst: ClickUpOKRs Toolno first choiceagainst: Storyflow
Two alternatives
Betterworks, TabilityOne alternative
QuantiveQwen 3.7 FlashMooncamp, Perdooagainst: Cascade StrategyLatticeChangedQuantive, WorkBoardOKRs Toolno first choiceagainst: 15Five, Asana, Basic Notion Templates, Jira, Lattice, Manual Spreadsheets, Monday.com, Quantive, Sigma Ops, Trello, Weekdone, WorkBoard
Three alternatives
15Five, Asana, Profit.coFive alternatives
Asana, Lattice, Monday.com, Notion, WeekdoneFive alternatives
Asana, Notion, Storyflow, Trello, WeekdoneFour alternatives
Allotrope / Gtmhub, Microsoft Viva Goals, Pella, WeekdoneKimi K2TabilityLatticeChangedTabilityagainst: QuantiveProfit.cono first choiceagainst: 7Geese, Koan, Microsoft Viva Goals, Profit.co, Quantive, Weekdone, WorkBoard
Three alternatives
Mooncamp, Perdoo, Profit.coThree alternatives
15Five, Betterworks, QuantiveSeven alternatives
15Five, Lattice, Mooncamp, Perdoo, Profit.co, Weekdone, WorkBoardThree alternatives
Google Sheets / Excel, ONES.com, WeekdoneGLM 4.7 FlashXTabilityagainst: WorkBoardPerdooChangedno first choiceProfit.cono first choicenothing named
Three alternatives
Mooncamp, Perdoo, Profit.coThree alternatives
Betterworks, Monday.com, WorkleapThree alternatives
ClickUp, ONES, WeekdoneMiniMax M2.5TabilityLatticeChangedagainst: Betterworksno first choiceProfit.cono first choiceagainst: Asana, Betterworks, ClickUp, Lattice, Leapsome, Monday.com
Four alternatives
Lattice, Mooncamp, Perdoo, Profit.coThree alternatives
Engagedly, Leapsome, TabilityFive alternatives
7Geese, Lattice, Quantive, Wrike, airfocusTwo alternatives
Tability, TeamflectGPT-6 LunaPerdooPerdooHeldno first choiceagainst: Microsoft Viva Goals, QuantivePerdooagainst: Latticeno first choiceagainst: 7Geese, Microsoft Viva Goals, Quantive
Three alternatives
Lattice, Profit.co, WorkBoardOne alternative
LatticeSix alternatives
15Five, Betterworks, Lattice, Perdoo, Profit.co, WorkBoardOne alternative
WeekdoneMuse Glimmer 30BMooncamp, Tabilityagainst: Cascade StrategyCascade StrategyChangedno first choiceOKR, Perdoono first choiceagainst: Asana, Lattice, Monday.com, Storyflow, WorkBoard
Three alternatives
HiBob, Perdoo, Profit.coTwo alternatives
Betterworks, MooncampFive alternatives
Meegle, OKRs Tool, SugarOKR, Synergita OKR Starter, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:29 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:59 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:33 | yes | 17 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:44 | yes | 22 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:58 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:52 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:34 | yes | 25 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:34 | yes | 9 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:03 | yes | 19 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:58 | yes | 24 | 72 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:04 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:12 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:24 | yes | 12 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:08 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:04 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:59 | yes | 15 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:40 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:12 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:02 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:59 | yes | 21 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:26 | yes | 10 | 44 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:14 | yes | 14 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:11 | yes | 23 | 61 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:47 | yes | 20 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:09 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:12 | yes | 22 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:46 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:35 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:33 | yes | 15 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:54 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:46 | yes | 17 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:21 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:48 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:45 | no | 0 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:09 | yes | 19 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | no | 0 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:20 | yes | 25 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:44 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:56 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:18 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:58 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 8 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:22 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:29 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:36 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:57 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | yes | 6 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:44 | yes | 14 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:45 | yes | 24 | 205 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 14 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:08 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:01 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:21 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:01 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 14 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:15 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:11 | yes | 19 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:20 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:11 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:52 | yes | 18 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 13 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:56 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:27 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:05 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:33 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:22 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:24 | yes | 15 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:42 | yes | 20 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:09 | yes | 18 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:04 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:34 | yes | 21 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | yes | 20 | 83 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 23 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:41 | yes | 18 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:01 | yes | 10 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:02 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:23 | yes | 25 | 31 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 read as Microsoft Viva Goals
Ally.io read as Microsoft Viva Goals
Ally.io (Microsoft Viva Goals) read as Microsoft Viva Goals
Ally.io (now Microsoft Viva Goals) read as Microsoft Viva Goals
Cascade read as Cascade Strategy
Gtmhub read as Quantive
gtmhub read as Quantive
Unresolved, counted raw
Allotrope / Gtmhub
Basic Notion Templates
Datalligence
Fellow
Google Sheets or Microsoft Excel
Manual Spreadsheets
Meegle
Nifty
OKR Board for Jira & Confluence
ONES
Pella
Quantive Results, formerly Gtmhub
Sigma Ops
airfocus
Discontinued, still offered
No shut-down product was recommended here.