Goals and OKRs for enterprise buyers
Asked as “OKR software”, and as “goal management platform”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
37%
Contested · Betterworks 23%
37WorkBoard23Betterworks13OKRs Tool27others
37% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: WorkBoard (38%) replaces Betterworks (33% then, 24% now), 13 points clear, inside the 13-point floor.WorkBoard leads at 38%, replacing Betterworks, which led at 33% and stands at 24% now: 13 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Enterprise
WorkBoard37%Contested↗new leaderNew leader since September 2026: WorkBoard (38%) replaces Betterworks (33% then, 24% now), 13 points clear, inside the 13-point floor.This page
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.Standing →EnterpriseWorkBoard37%Contested↗new leaderNew leader since September 2026: WorkBoard (38%) replaces Betterworks (33% then, 24% now), 13 points clear, inside the 13-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01WorkBoard37%15%61endorsed leader▲+12Since September 2026: 25% → 38%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.25% → 38%
WorkBoard37%15%61endorsed leader▲+12Since September 2026: 25% → 38%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.25% → 38%02
Betterworks23%13%62accepted challenger▼−9Since September 2026: 33% → 24%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 24%
Betterworks23%13%62accepted challenger▼−9Since September 2026: 33% → 24%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 24%03
Profit.co13%9%43accepted challenger▲+2Since September 2026: 14% → 16%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 16%
Profit.co13%9%43accepted challenger▲+2Since September 2026: 14% → 16%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 16%04
OKRs Tool13%33%15criticized challenger▲+9Since September 2026: 4% → 13%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 13%
OKRs Tool13%33%15criticized challenger▲+9Since September 2026: 4% → 13%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 13%05Tability6%28%18criticized challenger▼−1Since September 2026: 6% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%
Tability6%28%18criticized challenger▼−1Since September 2026: 6% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%06
Lattice2%18%39accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Lattice2%18%39accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%Show the seven products at 0%, ordered by negative rate
13
Weekdone0%70%10criticized 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%70%10criticized 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
Microsoft Viva Goals0%41%22criticized 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%41%22criticized 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%35%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
15Five0%35%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
Quantive0%30%33criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 0%
Quantive0%30%33criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 0%08Perdoo0%26%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Perdoo0%26%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
Cascade Strategy0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Cascade Strategy0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%07
Mooncamp0%12%25accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 0%
Mooncamp0%12%25accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01WorkBoard37%
WorkBoard37%02Betterworks23%
Betterworks23%03Profit.co13%
Profit.co13%04OKRs Tool13%
OKRs Tool13%05Tability6%
Tability6%06Lattice2%
Lattice2%07Mooncamp0%
Mooncamp0%08Perdoo0%
Perdoo0%09Cascade Strategy0%
Cascade Strategy0%10Quantive0%
Quantive0%1115Five0%
15Five0%12Microsoft Viva Goals0%
Microsoft Viva Goals0%13Weekdone0%
Weekdone0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, 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.
Microsoft Viva Goals41%
9 of 22 labels negative · 7 of 14 models · 7 hard negative
“Recent reviews suggest caution or migration away from this specific tool, citing instances where organizations were forced to move on” Qwen 3.7 Flash, negative prompt
Quantive30%
10 of 33 labels negative · 7 of 14 models · 4 hard negative
“"Tools to Avoid for 'Predictable Cost' at Scale ... Betterworks & Gtmhub: ... custom-only pricing models"” Muse Glimmer 30B, negative prompt
Weekdone70%
7 of 10 labels negative · 6 of 14 models · 2 hard negative
“expensive relative to features and explicitly not suitable for larger organizations” Grok 4.1 Fast, negative prompt
Betterworks13%
8 of 62 labels negative · 5 of 14 models · 4 hard negative
“Avoid if Predictability Is Your Top Priority ... Betterworks (Enterprise tier)** | Custom quote-only pricing” DeepSeek V4 Flash, budget 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
79 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. 1105 links across 174 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 · 109 citations · 12 models
vendor site · Mooncamp51 answers · 59 citations · 11 models
vendor site · OKRs Tool50 answers · 102 citations · 12 models
vendor site · Profit.co46 answers · 69 citations · 14 models
vendor site · WorkBoard45 answers · 73 citations · 14 models
vendor site · Betterworks27 answers · 43 citations · 13 models
vendor site · Guideflow27 answers · 28 citations · 11 models
25 answers · 27 citations · 12 models
vendor site · Rework24 answers · 38 citations · 8 models
vendor site · Synergita23 answers · 27 citations · 12 models
23 answers · 25 citations · 10 models
vendor site · Workpath22 answers · 25 citations · 13 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.
41 answers · 12 models
40 answers · 12 models
39 answers · 10 models
30 answers · 12 models
28 answers · 11 models
26 answers · 11 models
21 answers · 11 models
21 answers · 10 models
20 answers · 10 models
18 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| WorkBoard workboard.com WorkBoard 37%, WorkBoard/Quantive 0% | 37% | 108 | 1,900 | 19 | 66,805 | $56 | 15 | |
| Betterworks betterworks.com | 23% | 265 | 3,600 | 21 | 12,379 | 0 | ||
| Profit.co profit.co | 13% | 117 | 590 | 0 | 28,000 | 26 | ||
| OKRs Tool okrstool.com | 13% | 57 | 260 | 20 | 6,738 | 1 | 1 | |
| Tability tability.io | 6% | 99 | 320 | 14 | 39,804 | 3 | ||
| Lattice lattice.com | 2% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | 7 |
| Monday.com monday.com | 2% | 57 | 74,000 | 3,467 | 691,961 | $164 | 119 | |
| OKR Dash okr-dash.com | 2% | 2 | ||||||
| Workday workday.com | 2% | 383 | 1,220,000 | 23,848 | 2,213,450 | 80 | ||
| Mooncamp mooncamp.com | 0% | 71 | 720 | 0 | 58,678 | 1 |
Google's top ten for the three searches hold 12 sites; 5 of them are among the sites the models cited here (mooncamp.com, okrstool.com, peoplemanagingpeople.com, synergita.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 an enterprise B2B company?”Paraphrase“Which goal management platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade OKR tools and how do they differ?”Budget-constrained“What is the best OKR software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a OKR software. What should we look at?”Negative“Which OKR tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceWorkBoardChangedTabilityTabilityagainst: Betterworks, WorkBoardno first choiceagainst: Betterworks, Coda, Notion, Oboard, Profit.co, Range, Tability, Teamflect, WorkBoard
Five alternatives
Betterworks, Mooncamp, Profit.co, Tability, WorkBoardTwo alternatives
Betterworks, LatticeTwo alternatives
Perdoo, Profit.coTwo alternatives
Mooncamp, Profit.coGPT-5.4 miniBetterworks, WorkBoardWorkBoardChangedWorkBoardagainst: Microsoft Viva Goals, QuantiveWorkBoardno first choiceagainst: OKRs Tool
One alternative
QuantiveTwo alternatives
Lattice, QuantiveFour alternatives
Betterworks, Lattice, Perdoo, Profit.coOne alternative
BetterworksGemini 3.5 FlashWorkBoardWorkBoardHeldWorkBoardagainst: Microsoft Viva GoalsOKRs ToolWorkBoardagainst: Asana, ClickUp, Coda, Confluence, Google Sheets, Microsoft Excel, Microsoft Viva Goals, Monday.com, Notion, Quantive, SimpleOKR, Tability, Trello, Weekdone
Four alternatives
Betterworks, Lattice, Profit.co, TeamflectThree alternatives
Betterworks, Lattice, Profit.coSeven alternatives
Atlassian Goals, Betterworks, Jira Align, Lattice, Profit.co, Teamflect, WorkpathFour alternatives
Oboard, Operately, Profit.co, WorkBoardFour alternatives
Lattice, Microsoft Viva Goals, Profit.co, QuantivePerplexity SonarWorkBoardBetterworksChangedagainst: Monday.comBetterworks, Cascade Strategy, Profit.co, WorkBoard/QuantiveOKRs Toolagainst: Cascade Strategy, Lattice, Mooncamp, Perdoo, Quantiveno first choicenothing named
Three alternatives
Betterworks, Profit.co, TabilityOne alternative
WorkBoardThree alternatives
Mooncamp, Peoplebox, PerdooTwo alternatives
Betterworks, WorkBoardGrok 4.1 FastBetterworks, WorkBoardWorkBoardChangedagainst: 15FiveWorkBoardProfit.coagainst: OKRs ToolProfit.co, WorkBoardagainst: OKRs Tool, Oboard, Range, SimpleOKR, Spreadsheets, Tability, Teamflect, Weekdone
Four alternatives
Microsoft Viva Goals, Profit.co, Quantive, WorkpathTwo alternatives
Lattice, QuantiveFour alternatives
Betterworks, Lattice, Mooncamp, Profit.coThree alternatives
Betterworks, Cascade Strategy, WorkBoard/QuantiveThree alternatives
Betterworks, Microsoft Viva Goals, MooncampMistral SmallBetterworks, WorkBoardBetterworksChangedQuantive Resultsagainst: Microsoft Viva GoalsOKRs Toolagainst: Jira Align, Mooncamp, Synergitano first choiceagainst: OKRs Tool, Perdoo, Profit.co, SimpleOKR, Weekdone
Three alternatives
Mooncamp, Profit.co, QuantiveTwo alternatives
Asana, MooncampThree alternatives
15Five, Betterworks, WorkBoardTwo alternatives
Betterworks, WorkBoardDeepSeek V4 FlashBetterworksagainst: PerdooBetterworksHeldagainst: 15Five, LatticeWorkBoardOKRs Toolagainst: Betterworks, Mooncamp, Perdoo, Tability, WorkBoardWorkBoardagainst: 15Five, Betterworks, Cascade Strategy, Engagedly, Falen, Jira Align, Lattice, Leapsome, Microsoft Viva Goals, OKRs Tool, Profit.co, Quantive, Rhythms, SimpleOKR, SugarOKR, Weekdone, WorkBoard
Three alternatives
Lattice, Profit.co, WorkBoard/QuantiveOne alternative
WorkdayFive alternatives
Betterworks, Lattice, Microsoft Viva Goals, Perdoo, Profit.coOne alternative
Profit.coSix alternatives
Leapsome, Microsoft Viva Goals, Mooncamp, OKRs Tool, Profit.co, QuantiveLlama 4 MaverickProfit.coBetterworksChangedno first choiceno first choiceProfit.conothing named
Two alternatives
Tability, WorkBoardQwen 3.7 FlashWorkBoardBetterworksChangedWorkBoardMonday.comno first choiceagainst: "OKRs Tool", Microsoft Viva Goals, Spreadsheets
Three alternatives
Betterworks, Microsoft Viva Goals, PerdooOne alternative
Monday.comThree alternatives
Betterworks, Lattice, Microsoft Viva GoalsFive alternatives
Actionable, ClickUp, Leverage, Microsoft Teams, QuantiveFour alternatives
Leverage OKR, Monday.com, Quantive, WorkBoardKimi K2WorkBoardProfit.co, WorkBoardChangedagainst: Microsoft Viva GoalsWorkBoardagainst: Microsoft Viva GoalsOKRs Toolagainst: LatticeTabilityagainst: WorkBoardagainst: 15Five, Lattice, Weekdone, WorkBoard
Four alternatives
15Five, Betterworks, Lattice, Microsoft Viva GoalsOne alternative
BetterworksFive alternatives
15Five, Betterworks, Lattice, Mooncamp, PerdooTwo alternatives
Betterworks, WorkBoardSix alternatives
15Five, Betterworks, Lattice, Mooncamp, OKRs Tool, QuantiveGLM 4.7 FlashXWorkBoardWorkdayChangedTabilityagainst: QuantiveProfit.coagainst: Betterworks, Quantive, WorkBoardno first choiceagainst: 15Five, Betterworks, Lattice, Leapsome, Synergita
Six alternatives
15Five, Betterworks, Lattice, Mooncamp, Profit.co, WorkpathSeven alternatives
Betterworks, Jira Align, Leapsome, Microsoft Viva Goals, Mooncamp, Perdoo, Quantive StrategyAIFour alternatives
Betterworks, Lattice, Profit.co, WorkBoardThree alternatives
Lattice, Perdoo, TabilityMiniMax M2.5Betterworks, Profit.coBetterworksChangedWorkBoardOKRs Toolno first choicenothing named
Three alternatives
Mooncamp, Perdoo, TabilityOne alternative
WorkBoardThree alternatives
Betterworks, Peoplebox, TabilityTwo alternatives
Betterworks, WorkBoardGPT-6 LunaWorkBoardagainst: QuantiveWorkBoardHeldWorkBoard, Workpathagainst: QuantiveOKR Dashagainst: Betterworks, Perdoono first choiceagainst: Koan, Microsoft Viva Goals, Notion, Quantive
Two alternatives
Betterworks, WorkpathTwo alternatives
Betterworks, LatticeFour alternatives
Betterworks, Cascade Strategy, Perdoo, Profit.coOne alternative
Profit.coMuse Glimmer 30BTabilityBetterworksChangedagainst: Oracle Fusion, SAP SuccessFactors, WorkdayQuantive Results, Tability, WorkBoardagainst: WeekdoneOKRs Toolagainst: Cascade Strategy, Profit.co, WorkBoardLatticeagainst: Perdooagainst: 15Five, Asana, Betterworks, ClickUp, Lattice, Leapsome, Perdoo, Quantive, SimpleOKR, Synergita, Tability, Weekdone, WorkBoard
Five alternatives
Betterworks, Mooncamp, Perdoo, Profit.co, WorkBoardTwo alternatives
Cascade Strategy, WorkBoardFour alternatives
Betterworks, Lattice, Perdoo, Profit.coThree alternatives
OKR Software Tools, OKR.vc, SimpleOKRThree alternatives
Ally.io now Microsoft Viva Goals, Quantive Gtmhub, WorkBoardBold 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 11:10 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:22 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:57 | yes | 21 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:27 | yes | 28 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:35 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:36 | yes | 22 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:48 | yes | 10 | 58 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:48 | yes | 13 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:01 | yes | 13 | 129 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:43 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:50 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:01 | yes | 12 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:48 | yes | 20 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:44 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:06 | yes | 19 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:57 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:54 | yes | 24 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:03 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:29 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:45 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:34 | yes | 15 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 9 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:43 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:03 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:44 | yes | 30 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:36 | yes | 19 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:01 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:51 | yes | 18 | 89 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:53 | yes | 20 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | yes | 22 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:54 | yes | 18 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:55 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:31 | yes | 20 | 65 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:36 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:52 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 17 | 33 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:49 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:07 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:46 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:59 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:57 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:30 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:54 | yes | 18 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:44 | yes | 20 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:46 | yes | 17 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:58 | yes | 3 | 28 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:04 | yes | 11 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:03 | yes | 16 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:50 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:21 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:18 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:36 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:20 | yes | 15 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:19 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:05 | yes | 25 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:21 | yes | 12 | 83 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:05 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:38 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:27 | yes | 13 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:42 | yes | 16 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:41 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:17 | yes | 21 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:21 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:04 | yes | 15 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:29 | yes | 11 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:07 | yes | 21 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:29 | yes | 10 | 69 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:51 | yes | 21 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:38 | yes | 11 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 20 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:40 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 22 | 46 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.io read as Microsoft Viva Goals
Ally.io (Microsoft Viva Goals) read as Microsoft Viva Goals
Ally.io (Microsoft) 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
"OKRs Tool"
Actionable
Ally.io now Microsoft Viva Goals
Falen
Interswitch
Leverage OKR
Microsoft Excel
OKR Software Tools
OKR.vc
Operately
Quantive Gtmhub
Quantive StrategyAI (formerly WorkBoard)
Discontinued, still offered
No shut-down product was recommended here.