Professional services automation
Asked as “professional services automation platform”, and as “PSA tool for project billing and utilization”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
28%
Contested · BigTime PSA 19%
28Kantata19BigTime PSA11Avaza42others
28% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Kantata (28%) replaces BigTime PSA (29% then, 19% now), 9 points clear, inside the 10-point floor.Kantata leads at 28%, replacing BigTime PSA, which led at 29% and stands at 19% now: 9 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 businessBigTime PSA22%Contested▼−16Since October 2026: 38% → 22%, −16 points. Past the 10-point floor: movement.Standing →Mid-market
Kantata28%Contested↗new leaderNew leader since October 2026: Kantata (28%) replaces BigTime PSA (29% then, 19% now), 9 points clear, inside the 10-point floor.This pageEnterpriseKantata50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 10-point floor: within noise.Standing →
Kantata28%Contested↗new leaderNew leader since October 2026: Kantata (28%) replaces BigTime PSA (29% then, 19% now), 9 points clear, inside the 10-point floor.This pageEnterpriseKantata50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 10-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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Kantata28%21%57accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 10-point floor: within noise.25% → 28%
Kantata28%21%57accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 10-point floor: within noise.25% → 28%02BigTime PSA19%6%50accepted challenger▼−10Since October 2026: 29% → 19%, −10 points. Inside the 10-point floor: within noise.29% → 19%
03
Avaza11%0%10accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 10-point floor: within noise.2% → 11%
Avaza11%0%10accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 10-point floor: within noise.2% → 11%04
Productive8%0%29accepted challenger▼−5Since October 2026: 13% → 8%, −5 points. Inside the 10-point floor: within noise.13% → 8%
Productive8%0%29accepted challenger▼−5Since October 2026: 13% → 8%, −5 points. Inside the 10-point floor: within noise.13% → 8%05
Teamwork.com8%0%20accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise.6% → 8%
Teamwork.com8%0%20accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise.6% → 8%06
Scoro6%5%41accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%
Scoro6%5%41accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%07
Certinia Professional Services Cloud4%26%34criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Certinia Professional Services Cloud4%26%34criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%Show the seven products at 0%, ordered by negative rate
14Autotask0%64%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
13
ConnectWise PSA0%50%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
ConnectWise PSA0%50%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12Autotask PSA0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
11
Deltek Vantagepoint0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Deltek Vantagepoint0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Accelo0%12%24accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Accelo0%12%24accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%10
NetSuite SuiteProjects Pro0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
NetSuite SuiteProjects Pro0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Rocketlane0%0%24accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 10-point floor: within noise.6% → 0%
Rocketlane0%0%24accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 10-point floor: within noise.6% → 0%The floor is 10 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.
All twenty-one head-to-head pages: the top seven products, each against each
Kantata vs Teamwork.comKantata vs ScoroKantata vs Certinia Professional Services CloudBigTime PSA vs AvazaBigTime PSA vs ProductiveBigTime PSA vs Teamwork.comBigTime PSA vs ScoroBigTime PSA vs Certinia Professional Services CloudAvaza vs ProductiveAvaza vs Teamwork.comAvaza vs ScoroAvaza vs Certinia Professional Services CloudProductive vs Teamwork.comProductive vs ScoroProductive vs Certinia Professional Services CloudTeamwork.com vs ScoroTeamwork.com vs Certinia Professional Services CloudScoro vs Certinia Professional Services Cloud
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 →
01B02
030405060708091011A12
13A14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Kantata28%
Kantata28%02BigTime PSA19%
03Avaza11%
Avaza11%04Productive8%
Productive8%05Teamwork.com8%
Teamwork.com8%06Scoro6%
Scoro6%07Certinia Professional Services Cloud4%
Certinia Professional Services Cloud4%08Rocketlane0%
Rocketlane0%09Accelo0%
Accelo0%10NetSuite SuiteProjects Pro0%
NetSuite SuiteProjects Pro0%11Deltek Vantagepoint0%
Deltek Vantagepoint0%12Autotask PSA0%
13ConnectWise PSA0%
ConnectWise PSA0%14Autotask0%
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, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Kantata21%
12 of 57 labels negative · 8 of 14 models · 4 hard negative
“Avoid enterprise tools like Kantata or Deltek (often custom/expensive with setup fees of $2,000+)” Grok 4.20, budget prompt
ConnectWise PSA50%
9 of 18 labels negative · 8 of 14 models · 1 hard negative
“Platforms with Significant Red Flags ... ConnectWise PSA ... Performance issues: Frequent slowdowns” Kimi K2, negative prompt
Certinia Professional Services Cloud26%
9 of 34 labels negative · 7 of 14 models · 3 hard negative
“Salesforce dependency: Requires Salesforce expertise; updates frequently break custom configurations” Kimi K2, negative prompt
Deltek Vantagepoint35%
7 of 20 labels negative · 6 of 14 models · 2 hard negative
“Avoid enterprise tools like Kantata or Deltek (often custom/expensive with setup fees of $2,000+)” Grok 4.20, budget 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
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. 867 links across 162 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · G239 answers · 67 citations · 12 models
37 answers · 53 citations · 11 models
vendor site · Teamwork.com34 answers · 51 citations · 13 models
vendor site · Capterra28 answers · 57 citations · 11 models
vendor site · Avaza26 answers · 33 citations · 9 models
vendor site · Kantata22 answers · 23 citations · 9 models
vendor site · Guideflow21 answers · 23 citations · 9 models
vendor site · Scoro20 answers · 21 citations · 11 models
vendor site · BigTime18 answers · 35 citations · 8 models
vendor site · Rocketlane18 answers · 22 citations · 10 models
vendor site · Operating.app14 answers · 20 citations · 6 models
vendor site · Birdview PSA13 answers · 21 citations · 8 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
24 answers · 9 models
21 answers · 9 models
19 answers · 10 models
18 answers · 10 models
13 answers · 7 models
12 answers · 7 models
12 answers · 8 models
12 answers · 8 models
11 answers · 6 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 professional services automation platform”, “professional services automation platform”, “professional services automation platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Kantata kantata.com Kantata 28%, Kantata PSA 2% | 30% | 150 | 3,600 | 50 | 5,770 | $11,592 | 47 | 3 |
| BigTime PSA bigtime.net | 19% | 130 | 30,730 | $2,221 | 30 | |||
| Avaza avaza.com | 11% | 30 | 720 | 5 | 3,604 | 18 | ||
| Productive productive.io | 8% | 80 | 60,500 | 1,234,021 | 102,038 | $1,647 | 61 | 3 |
| Teamwork.com teamwork.com | 8% | 54 | 1,900 | 23 | 467,278 | 16 | ||
| Plaky plaky.com | 8% | 14 | ||||||
| Scoro scoro.com | 6% | 112 | 1,300 | 23 | 4,736 | 51 | 1 | |
| Certinia PSA certinia.com Certinia Professional Services Cloud 4%, Certinia PSA 0% | 4% | 96 | 10 | 0 | 512,249 | $26 | 120 | 2 |
| Rize rize.io | 4% | 21 | ||||||
| Brighter PSA | 2% |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (birdviewpsa.com, g2.com, kantata.com, scoro.com). The first result for “best professional services automation platform” is atera.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 professional services automation platform for a mid-market B2B company?”Paraphrase“Which PSA tool for project billing and utilization would you recommend to a mid-sized B2B company?”Comparative“What are the top professional services automation platforms and how do they differ?”Budget-constrained“What is the best professional services automation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a professional services automation platform. What should we look at?”Negative“Which professional services automation platforms should I avoid or be cautious about?”
Claude Haiku 4.5KantataBigTime PSAChangedno first choiceBitrix24no first choiceagainst: Accelo, Autotask PSA, Certinia Professional Services Cloud, Scoro
Three alternatives
Accelo, Certinia Professional Services Cloud, RocketlaneTwo alternatives
Accelo, KantataSix alternatives
Avaza, BigTime PSA, FunctionFox, Paymo, Planfix, ProductiveGPT-5.4 miniKantataKantata PSAChangedno first choiceagainst: Planview AdaptiveWork, WrikeProductiveagainst: Certinia Professional Services Cloud, Kantata, SAP S/4HANAno first choiceagainst: Autotask, Infor Professional Services Automation Suite, Kantata, SAP S/4HANA
Four alternatives
BigTime PSA, Certinia PS Cloud, Rocketlane, ScoroThree alternatives
BigTime PSA, Certinia Professional Services Cloud, ScoroTwo alternatives
BigTime PSA, ScoroGemini 3.5 FlashKantataKantataHeldno first choiceAvazaagainst: FinancialForce, KantataCertinia Professional Services Cloudagainst: Asana, BigTime PSA, Harvest, Workfrontagainst: Certinia Professional Services Cloud, ConnectWise PSA, Deltek Vantagepoint, Kaseya BMS
Three alternatives
BigTime PSA, Certinia Professional Services Cloud, Oracle NetSuite OpenAirFour alternatives
BigTime PSA, Certinia Professional Services Cloud, Productive, RocketlaneEight alternatives
Autotask PSA, Certinia Professional Services Cloud, ConnectWise PSA, HaloPSA, Kantata, Oracle NetSuite OpenAir, Productive, ScoroFive alternatives
BigTime PSA, Paymo, Productive, SuperOps, Syncro MSPThree alternatives
Kantata, NetSuite OpenAir, Planview ChangePointPerplexity SonarKantataBigTime PSAChangedKantataAvazano first choiceagainst: Asana, Autotask, Certinia Professional Services Cloud, ClickUp, ConnectWise PSA, Deltek Vantagepoint, Kantata, Monday.com, Planview ChangePoint, Ruddr, SAP S/4HANA, Workday PSA, Wrike
Three alternatives
BigTime PSA, Certinia PSA, RocketlaneFive alternatives
Certinia Professional Services Cloud, Kantata, Projectworks, Rocketlane, ScoroNine alternatives
Accelo, Autotask PSA, BigTime PSA, Certinia PSA, ConnectWise PSA, Deltek Vantagepoint, Productive, Rocketlane, ScoroTwo alternatives
BigTime PSA, ProductiveGrok 4.20BigTime PSABigTime PSAHeldagainst: Certinia Professional Services CloudProductive, ScoroProductiveagainst: Deltek Vantagepoint, Kantatano first choiceagainst: Oracle, SAP S/4HANAagainst: Autotask, Certinia Professional Services Cloud, ConnectWise PSA, Deltek Vantagepoint, Vorex
Four alternatives
Accelo, Kantata, Productive, ScoroThree alternatives
Kantata, Teamwork.com, Upland PSAFour alternatives
Accelo, BigTime PSA, Kantata, Monday.comThree alternatives
BigTime PSA, Scoro, Teamwork.comMistral SmallCertinia Professional Services Cloud, KantataKantataChangedno first choiceBrighter PSA, Rizeno first choiceagainst: Klient PSA
Three alternatives
BigTime PSA, Deltek Vantagepoint, NetSuiteThree alternatives
NetSuite, Scoro, Teamwork.comTwo alternatives
Autotask, BigTime PSADeepSeek V4 FlashBigTime PSA, KantataBigTime PSAChangedagainst: Kantatano first choiceAvazaagainst: Autotask, ConnectWise, Kantata, VOGSYno first choiceagainst: Autotask PSA, CHIIRP, ConnectWise PSA, Kantata
Three alternatives
Birdview PSA, Productive, ScoroThree alternatives
Accelo, Productive, ScoroTen alternatives
Accelo, Autotask, BigTime PSA, Certinia Professional Services Cloud, ConnectWise PSA, Deltek Vantagepoint, Kantata, NetSuite SuiteProjects Pro, Productive, ScoroFour alternatives
Brighter PSA, ClickUp, Productive, TimeLog PSASix alternatives
Certinia Professional Services Cloud, Deltek Vantagepoint, Kantata SX, Microsoft Dynamics 365 Project Operations, NetSuite SuiteProjects Pro, Workday PSALlama 4 MaverickKantataTeamwork.comChangedno first choiceAvazano first choiceagainst: Accelo, Autotask PSA, BigTime PSA, Certinia Professional Services Cloud, ConnectWise PSA, Deltek Vantagepoint, Kantata, Kaseya's BMS
Five alternatives
NetSuite SuiteProjects Pro, Parallax, Rocketlane, Scoro, Teamwork.comFour alternatives
BigTime PSA, Certinia Professional Services Cloud, Kantata, ScoroFour alternatives
BQE CORE Suite, Projectworks, Striven, TimeSolvQwen 3.7 FlashKantataTeamwork.comChangedOracle NetSuiteRizeno first choiceagainst: Oracle, SAP S/4HANAagainst: Asana, BQE CORE, Deltek Vantagepoint, FieldAware, Kantata Professional Services Automation, Monday.com, TimeSolv, Trello
Five alternatives
Accelo, ConnectWise PSA, Deltek Vantagepoint, Scoro, SuiteProjects ProThree alternatives
Kantata, Operating.app, ScoroSix alternatives
Acumatica, Deltek Vantagepoint, Monday.com, Sage Intacct, Salesforce Professional Services Automation, ZohoTwo alternatives
BigTime PSA, FunctionFoxKimi K2KantataKantata, ScoroChangedno first choiceagainst: Monday.com, Scoro, WrikePlakyagainst: Accelo, Certinia Professional Services Cloud, Kantatano first choiceagainst: Autotask PSA, Certinia Professional Services Cloud, ConnectWise PSA, Kantata
Three alternatives
Accelo, Certinia Professional Services Cloud, ScoroTwo alternatives
BigTime PSA, RocketlaneEight alternatives
Accelo, BigTime PSA, Certinia Professional Services Cloud, ConnectWise PSA, Kantata, NetSuite OpenAir, Rocketlane, SuiteProjects ProTwo alternatives
Productive, Teamwork.comGLM 4.7 FlashXAvazaBigTime PSAChangedno first choicePlakyagainst: ERPNext, Odoo, Redmine, project-openKantataagainst: Asana, Deltek Vantagepoint, Jira, Kaseya, Monday.com, PSA Restoration Contractor, Screendragon, Trello, Unanet
Three alternatives
BigTime PSA, Kantata, ScoroThree alternatives
Accelo, Certinia Professional Services Cloud, KantataFour alternatives
Productive, Scoro, Teamwork.com, WrikeSix alternatives
BigTime PSA, Certinia Professional Services Cloud, NetSuite SuiteProjects Pro, Operating.app, Polaris, ScoroMiniMax M2.5KantataBigTime PSA, Teamwork.comChangedOnePlanagainst: Deltek Products, Monday.comPlakyno first choicenothing named
Four alternatives
BigTime PSA, NetSuite SuiteProjects Pro, Scoro, Teamwork.comTwo alternatives
Productive, ScoroFive alternatives
Accelo, BigTime PSA, Kantata, Rocketlane, ScoroThree alternatives
Productive, Ravetree, WrikeGPT-6 LunaKantataBigTime PSAChangedKantataagainst: Autotask, ConnectWise PSAProductiveno first choiceagainst: Autotask, Certinia PS Cloud, ConnectWise PSA, Kantata, NetSuite SuiteProjects Pro, Wrike
Two alternatives
BigTime PSA, Certinia Professional Services CloudTwo alternatives
Certinia Professional Services Cloud, KantataNine alternatives
BQE CORE, BigTime PSA, Certinia PS Cloud, Deltek Vantagepoint, NetSuite SuiteProjects Pro, Rocketlane, Scoro, SuiteProjects Pro, Workday PSATwo alternatives
BigTime PSA, Teamwork.comMuse Glimmer 30BProductive, Scoro, Teamwork.comBigTime PSA, ScoroChangedCertinia Professional Services CloudAvaza, Plakyagainst: Autotask, BigTime PSA, CMap, Syncrono first choiceagainst: Autotask PSA, ConnectWise PSA, Deltek Ajera, Kaseya's BMS, Vorex Business Management / PSA
Three alternatives
Certinia Professional Services Cloud, Kantata, RocketlaneFour alternatives
Certinia Professional Services Cloud, Kantata, NetSuite SuiteProjects Pro, ProductiveSix alternatives
BigTime PSA, Deltek Vantagepoint, Kantata, NetSuite Services Resource Planning, Rocketlane, UnanetTwo alternatives
Productive, RizeBold 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 08:51 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:26 | yes | 2 | 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 09:56 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 14 | 35 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:59 | yes | 23 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:14 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:55 | yes | 12 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 24 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 5 | 99 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:59 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:47 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:17 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:39 | 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 12:31 | yes | 8 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:16 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:16 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 22 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:23 | yes | 9 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:17 | yes | 25 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:19 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:17 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | yes | 6 | 9 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 09:21 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:49 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:10 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:11 | yes | 17 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 10 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:07 | yes | 24 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 11 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:56 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | yes | 2 | 5 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 09:13 | yes | 9 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 12 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:22 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:00 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:01 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 9 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 25 | 74 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:50 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:16 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:16 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | no | 0 | 7 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 11:22 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 5 | 40 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:47 | yes | 24 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 12 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:53 | yes | 22 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:53 | yes | 15 | 50 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:41 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:36 | yes | 4 | 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 12:07 | yes | 13 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:47 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 24 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 23 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:56 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | yes | 20 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 24 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 5 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 25 | 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
BigTime read as BigTime PSA
Certinia read as Certinia Professional Services Cloud
Certinia (FinancialForce PSA) read as Certinia Professional Services Cloud
Certinia (formerly FinancialForce) read as Certinia Professional Services Cloud
Certinia (formerly Salesforce PSA) read as Certinia Professional Services Cloud
Deltek read as Deltek Vantagepoint
Deltek (Vantagepoint & Cosmoc) read as Deltek Vantagepoint
Operating read as Operating.app
Planview read as Planview ChangePoint
Productive.io read as Productive
SAP read as SAP S/4HANA
Workday read as Workday PSA
Workday Professional Services read as Workday PSA
Unresolved, counted raw
BQE CORE Suite
CHIIRP
Deltek Polaris PSA
Deltek Products (Vantagepoint, WorkBook, Ajera)
FieldAware
Infor Professional Services Automation Suite
Krow
NetSuite Services Resource Planning
OnePlan.ai
Paprika Software
Planfix
ProjectManager
Redmine
Salesforce Professional Services
Salesforce Professional Services Automation
Screendragon
Stafiz
Sup
Syncro MSP
TimeLog PSA
Vorex Business Management / PSA
Workfront
project-open
Discontinued, still offered
No shut-down product was recommended here.