Professional services automation for enterprise buyers
Asked as “professional services automation platform”, and as “PSA tool for project billing and utilization”, on behalf of an enterprise B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
44%
Clear leader
44Kantata16Certinia Professional Services Cloud05BigTime35others
44% of first choices, clear leader.
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.
The 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 rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
BigTime vs Teamwork.comBigTime vs AcceloBigTime vs ScoroKantata vs ProductiveKantata vs RocketlaneKantata vs Teamwork.comKantata vs AcceloKantata vs ScoroProductive vs RocketlaneProductive vs Teamwork.comProductive vs AcceloProductive vs ScoroRocketlane vs Teamwork.comRocketlane vs AcceloRocketlane vs ScoroTeamwork.com vs AcceloTeamwork.com vs ScoroAccelo vs Scoro
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 →
01
02
03
04M05
06N07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Kantata44%
Kantata44%02Certinia Professional Services Cloud16%
Certinia Professional Services Cloud16%03BigTime5%
BigTime5%04Rocketlane4%
Rocketlane4%05Microsoft Dynamics 365 Project Operations4%
06Workday PSA2%
Workday PSA2%07NetSuite OpenAir2%
08NetSuite SuiteProjects Pro2%
NetSuite SuiteProjects Pro2%09Planview ChangePoint2%
Planview ChangePoint2%10Deltek0%
Deltek0%11Scoro0%
Scoro0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, 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.
ConnectWise PSA88%
7 of 8 labels negative · 7 of 14 models · 3 hard negative
“**Avoid or treat with extreme caution if:** - **Legacy architecture and complexity**” GLM 4.7 FlashX, negative prompt
Certinia Professional Services Cloud16%
7 of 44 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid ... Quote-based pricing; Salesforce-native but less transparent for budgeting at scale” GLM 4.7 FlashX, budget prompt
Kantata8%
5 of 60 labels negative · 5 of 14 models · 1 hard negative
“What to Avoid ... Custom quote pricing ... enterprise-only with hard 50-seat minimum” GLM 4.7 FlashX, budget prompt
Scoro40%
6 of 15 labels negative · 5 of 14 models · 1 hard negative
“The SMB/Mid-Market Specialists (Avoid)” Gemini 3.5 Flash, 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
82 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. 1166 links across 214 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 · Kantata62 answers · 114 citations · 14 models
vendor site · Rocketlane47 answers · 74 citations · 12 models
vendor site · Guideflow39 answers · 46 citations · 12 models
vendor site · G234 answers · 55 citations · 13 models
vendor site · Teamwork.com34 answers · 43 citations · 11 models
vendor site · BigTime32 answers · 62 citations · 11 models
vendor site · Scoro30 answers · 33 citations · 11 models
vendor site · Productive23 answers · 23 citations · 12 models
22 answers · 24 citations · 12 models
20 answers · 31 citations · 10 models
20 answers · 20 citations · 8 models
vendor site · Operating.app18 answers · 22 citations · 10 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.
49 answers · 13 models
37 answers · 12 models
35 answers · 12 models
29 answers · 10 models
22 answers · 12 models
21 answers · 11 models
20 answers · 9 models
19 answers · 9 models
17 answers · 9 models
17 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 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 44%, Kantata PSA 2%, Kantata SX 2%, Kantata OX 0% | 47% | 147 | 3,600 | 50 | 5,770 | $11,592 | 47 | 3 |
| Certinia PSA certinia.com Certinia Professional Services Cloud 16%, Certinia PSA 0% | 16% | 87 | 10 | 0 | 512,249 | $26 | 120 | 2 |
| BigTime bigtime.net | 5% | 122 | 18,100 | 278 | 30,730 | $2,221 | 30 | |
| Rocketlane rocketlane.com | 4% | 53 | 3,600 | 52 | 15,010 | $7,649 | 55 | |
| Microsoft Dynamics 365 Project Operations | 4% | 210 | 1 | |||||
| Certinia PS Cloud | 4% | |||||||
| NetSuite parent site NetSuite OpenAir 2%, NetSuite SuiteProjects Pro 2% | 4% | 17 | 135,000 | 4,476 | ||||
| Workday parent site Workday PSA 2% | 2% | 25 | 1,220,000 | 23,848 | ||||
| Planview planview.com Planview ChangePoint 2% | 2% | 19 | 20 | 1 | 126,803 company | 120 | 7 | |
| Deltek deltek.com Deltek Vantagepoint 2%, Deltek 0% | 2% | 14 | 14,800 | 930 | 225,755 | $763 | 120 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (g2.com, kantata.com, productive.io, 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 an enterprise B2B company?”Paraphrase“Which PSA tool for project billing and utilization would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade professional services automation platforms and how do they differ?”Budget-constrained“What is the best professional services automation platform 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 professional services automation platform. What should we look at?”Negative“Which professional services automation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Operating.appKantataChangedno first choiceRocketlaneagainst: Kantatano first choiceagainst: Planview ChangePoint, Workday PSA
Three alternatives
Certinia Professional Services Cloud, Kantata, RocketlaneTwo alternatives
Certinia Professional Services Cloud, RocketlaneSix alternatives
Accelo, BigTime, Certinia Professional Services Cloud, Kantata, NetSuite OpenAir, ProductiveTwo alternatives
Operating.app, Polaris PSAGPT-5.4 miniCertinia Professional Services Cloudagainst: ConnectWise PSAKantata SXChangedCertinia Professional Services Cloud, KantataCertinia Professional Services Cloudno first choiceagainst: BigTime, ConnectWise, Kaseya, Rocketlane, SAP Cloud ERP, SAP S/4HANA, Wrike
Two alternatives
Kantata, RocketlaneOne alternative
Kantata OXTwo alternatives
Deltek, Planview ChangePointOne alternative
Projector PSAGemini 3.5 FlashCertinia Professional Services CloudCertinia Professional Services Cloud, KantataChangedagainst: Microsoft Dynamics 365, Oracle NetSuite OpenAir, Workday PSAKantataCertinia Professional Services CloudKantataagainst: Accelo, Productive, Scoroagainst: Accelo, Asana, Avaza, BigTime, Certinia Professional Services Cloud, ClickUp, Monday.com, NetSuite SuiteProjects Pro, Productive, Scoro, Teamwork.com, Workday PSA, Wrike, legacy Deltek products
Five alternatives
Kantata, Microsoft Dynamics 365 Project Operations, Oracle NetSuite OpenAir, Rocketlane, Workday PSAOne alternative
RocketlaneFour alternatives
Certinia Professional Services Cloud, Deltek, Oracle NetSuite OpenAir, RocketlaneFour alternatives
Kantata, Microsoft Dynamics 365 Project Operations, Oracle NetSuite OpenAir, Workday PSAFive alternatives
Certinia Professional Services Cloud, Oracle NetSuite OpenAir, Rocketlane, SAP S/4HANA, Workday PSAPerplexity SonarKantataKantataHeldKantataKantataagainst: SuperOpsno first choiceagainst: Accelo, Avaza, BQE CORE, BigTime, ConnectWise/Autotask, Replicon, Scoro, Wrike
Three alternatives
Accelo, Certinia Professional Services Cloud, ScoroFour alternatives
Certinia Professional Services Cloud, Deltek, NetSuite SuiteProjects Pro, Upland PSAFive alternatives
Certinia Professional Services Cloud, NetSuite OpenAir, Planview Changepoint/AdaptiveWork, Rocketlane, Workday PSATwo alternatives
Certinia Professional Services Cloud, Planview ChangePointGrok 4.1 FastBigTime, KantataKantataChangedagainst: BigTime, Deltek Costpoint, Microsoft Project Operations, Oracle Primavera Cloud, SAP S/4HANA PSACertinia PSA, Kantataagainst: SAP Professional Services AutomationKantataKantataagainst: Certinia Professional Services Cloud, PROMYS PSA, Planview ChangePoint, Scoro
Six alternatives
Autotask, Certinia Professional Services Cloud, Deltek Vantagepoint, Planview ChangePoint, SAP S/4HANA Cloud / SAP Professional Services, WrikeFour alternatives
Autotask PSA, ConnectWise Manage, Deltek Vantagepoint, NetSuite OpenAirTwo alternatives
Certinia Professional Services Cloud, Workday PSATwo alternatives
BigTime, Birdview PSAMistral SmallKantataBigTimeChangedKantataCertinia PS Cloud, Kantatano first choicenothing named
Three alternatives
Accelo, SAP Cloud ERP, ScoroTwo alternatives
BQE CORE, ScoroFour alternatives
Planview ChangePoint, Rocketlane, Scoro, Workday PSAOne alternative
BigTimeDeepSeek V4 FlashKantataKantata PSAChangedKantataNetSuite OpenAiragainst: Certinia Professional Services Cloud, Scorono first choiceagainst: Certinia Professional Services Cloud, ConnectWise PSA, Deltek, Kantata, Microsoft Dynamics 365 Project Operations, Unanet
Three alternatives
Certinia Professional Services Cloud, NetSuite SuiteProjects Pro, RocketlaneThree alternatives
Certinia PSA, Upland PSA, Workday PSAFour alternatives
Certinia Professional Services Cloud, Deltek Vantagepoint, NetSuite SuiteProjects Pro, SAP Professional Services CloudTwo alternatives
Kantata PSA, Microsoft Dynamics 365 Project OperationsLlama 4 Maverickno first choiceBigTimeChangedDeltekKantataRocketlaneagainst: Kantata
Two alternatives
BQE CORE, ProductiveFour alternatives
Kantata, Productive, SAP S/4HANA, Workday PSATwo alternatives
Kantata, Operating.appQwen 3.7 FlashDeltek AkkaDeltek VisionChangedagainst: Asana, Salesforce Revenue Cloud, TrelloDeltekCertinia Professional Services Cloud, Kantatano first choiceagainst: ConnectWise PSA, Deltek Vantagepoint, NetSuite SuiteProjects Pro, Polaris PSA
Two alternatives
Certinia Professional Services Cloud, KantataTwo alternatives
Cloudberry, Oracle NetSuiteFive alternatives
Adobe Workfront, Certinia Professional Services Cloud, Kantata, Microsoft, UnanetOne alternative
BigTimeKimi K2KantataCertinia Professional Services Cloud, Workday PSAChangedKantataPlaniswareKantataagainst: Deltek, Unit4against: Autotask PSA, ConnectWise PSA
Three alternatives
Certinia Professional Services Cloud, Oracle NetSuite OpenAir, Planview ChangePointOne alternative
KantataFive alternatives
Certinia PS Cloud, Microsoft Dynamics 365 Project Operations, NetSuite OpenAir, Planview ChangePoint, Upland PSAThree alternatives
NetSuite SuiteProjects Pro, SAP S/4HANA Public Cloud with Professional Services capabilities, Workday PSAThree alternatives
BigTime Enterprise PSA, Certinia Professional Services Cloud, Planview ChangePointGLM 4.7 FlashXCertinia Professional Services Cloud, KantataMicrosoft Dynamics 365 Project Operations, SAP S/4HANA with PSA capabilitiesChangedKantataNetSuite SuiteProjects Proagainst: Certinia Professional Services Cloud, Kantatano first choiceagainst: ConnectWise PSA, Kaseya Autotask PSA, Microsoft Dynamics 365, QuickBooks PSA add-ons, Salesforce
Two alternatives
Rocketlane, ScoroTwo alternatives
Autotask, KantataFive alternatives
Certinia Professional Services Cloud, Deltek, NetSuite SuiteProjects Pro, ServiceNow, Unit4Two alternatives
Projectworks, ScoroMiniMax M2.5KantataCertinia Professional Services Cloud, Planview ChangePointChangedKantataKantatano first choicenothing named
Two alternatives
NetSuite SuiteProjects Pro, ScoroThree alternatives
Kantata, NetSuite OpenAir, Upland PSASix alternatives
Certinia Professional Services Cloud, Oracle NetSuite OpenAir, Rocketlane, SAP Professional Services Automation, ServiceNow PSA, Workday PSATwo alternatives
Certinia Professional Services Cloud, NetSuite OpenAirGPT-6 LunaKantataKantataHeldKantata OXMicrosoft Dynamics 365 Project OperationsKantataagainst: Accelo, Autotask, Certinia Professional Services Cloud, ConnectWise PSA, Scoro
Three alternatives
Certinia Professional Services Cloud, Microsoft Dynamics 365 Project Operations, NetSuite SuiteProjects ProThree alternatives
Certinia Professional Services Cloud, Dynamics 365 Project Operations, NetSuite OpenAirSix alternatives
Certinia Professional Services Cloud, Deltek Maconomy, Microsoft Dynamics 365 Project Operations, NetSuite SuiteProjects Pro, Planview ChangePoint, Workday PSATwo alternatives
Certinia Professional Services Cloud, KantataTwo alternatives
Certinia Professional Services Cloud, NetSuite SuiteProjects ProMuse Glimmer 30BKantata Professional Services Cloudagainst: Autotask PSA, ConnectWise PSACertinia PS Cloud, Deltek VantagepointChangedCertinia Professional Services Cloud, KantataKantatano first choiceagainst: Atera, Autotask PSA, Certinia Professional Services Cloud, ConnectWise, HaloPSA, Kantata, NinjaOne, Planview ChangePoint, Syncro, Teamwork.com
Six alternatives
Certinia PSA, Deltek Vantagepoint, FinancialForce, NetSuite SuiteProjects Pro, Planview PSA, SAP S/4HANAThree alternatives
Kantata, NetSuite OpenAir, Planview ChangePointThree alternatives
Deltek, Oracle NetSuite SuiteProjects Pro / OpenAir, Planview Professional Services / Planview PlatformOne alternative
Certinia PSABold 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 | 2026-10-04 22:22 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:05 | yes | 1 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:37 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:56 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:15 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:54 | yes | 25 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:49 | yes | 11 | 52 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:07 | yes | 25 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:18 | yes | 18 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:14 | yes | 17 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:12 | yes | 5 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:05 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:24 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:09 | yes | 5 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:12 | yes | 15 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:06 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:17 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:16 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:16 | yes | 22 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:04 | yes | 22 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:26 | yes | 18 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:43 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:31 | yes | 22 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:41 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:56 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:20 | yes | 14 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:05 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:26 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:11 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:42 | yes | 21 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:22 | yes | 18 | 80 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:17 | yes | 24 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:37 | yes | 15 | 166 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:54 | yes | 19 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:52 | yes | 9 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:22 | yes | 20 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:26 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:24 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 16 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:13 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:20 | yes | 20 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | yes | 22 | 13 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:34 | yes | 24 | 60 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:13 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:23 | yes | 9 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:54 | yes | 24 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 21 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:56 | yes | 9 | 46 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:26 | yes | 2 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:38 | yes | 21 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:54 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:11 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 9 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:59 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:03 | yes | 16 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:35 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:10 | yes | 24 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:33 | yes | 10 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:19 | yes | 1 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:22 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:12 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:54 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:04 | yes | 17 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:14 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:17 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:02 | yes | 20 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:46 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | yes | 20 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:16 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:21 | yes | 22 | 258 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 22 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:04 | yes | 4 | 34 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:07 | yes | 21 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Certinia read as Certinia Professional Services Cloud
Certinia (Formerly PlanetPro / PS Cloud) read as Certinia Professional Services Cloud
Certinia (Salesforce-native PSA) read as Certinia Professional Services Cloud
Certinia (ex-FinancialForce) read as Certinia Professional Services Cloud
Certinia (formerly Financial Force) read as Certinia Professional Services Cloud
Certinia (formerly FinancialForce PSA) read as Certinia Professional Services Cloud
Certinia (formerly FinancialForce) read as Certinia Professional Services Cloud
Planview read as Planview ChangePoint
Planview (Roadmap, formerly Mavenlink) read as Planview ChangePoint
SAP read as SAP S/4HANA
Workday read as Workday PSA
Workday Professional Services read as Workday PSA
Workday Professional Services Automation read as Workday PSA
Unresolved, counted raw
Adaptive Workplace
Adobe Workfront
BigTime Enterprise PSA
Bullhorn
CloudReality
Cloudberry
Deltek Akka
Deltek Polaris
Deltek Vision
Dynamics 365 Project Operations
FinancialForce PSA
Kantata Professional Services Cloud
Kaseya Autotask PSA
Microsoft Project Operations
NetSuite PSA
NinjaOne
Oracle NetSuite SuiteProjects Pro / OpenAir
Oracle Project Management
PROMYS PSA
Planview PSA
Planview Professional Services / Planview Platform
Projector PSA
QuickBooks PSA add-ons
SAP S/4HANA Cloud / SAP Professional Services
SAP S/4HANA Cloud PSA
SAP S/4HANA PSA
SAP S/4HANA Public Cloud with Professional Services capabilities
SAP S/4HANA with PSA capabilities
Salesforce Industries
Screendragon
ServiceNow PSA
ServiceNow SPM
Skedulo
Unit4 Professional Services Cloud
Vantagepoint
legacy Deltek products (e.g., Costpoint—unless in government contracting)
Discontinued, still offered
No shut-down product was recommended here.