Internal developer portals for small business buyers
Asked as “internal developer portal”, and as “internal developer platform”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
69%
Clear leader
69Port11Backstage07Atlassian Compass13others
69% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.Port held the lead, +12 points on 57%, past the 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
Port69%Clear leader▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.This pageMid-marketPort57%Clear leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.Standing →EnterprisePort44%Clear leader▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.Standing →
Port69%Clear leader▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.This pageMid-marketPort57%Clear leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.Standing →EnterprisePort44%Clear leader▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Port69%8%72endorsed leader▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.57% → 69%
Port69%8%72endorsed leader▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.57% → 69%02
Backstage11%63%70criticized challenger▼−12Since October 2026: 23% → 11%, −12 points. Past the 11-point floor: movement.23% → 11%
Backstage11%63%70criticized challenger▼−12Since October 2026: 23% → 11%, −12 points. Past the 11-point floor: movement.23% → 11%03
Atlassian Compass7%12%43accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
Atlassian Compass7%12%43accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%04
Roadie6%11%36accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Roadie6%11%36accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
OpsLevel2%28%32criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
OpsLevel2%28%32criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
07
Humanitec0%74%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Humanitec0%74%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Palo Alto Networks Cortex Cloud0%35%40criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Palo Alto Networks Cortex Cloud0%35%40criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
Port vs Atlassian CompassPort vs OpsLevelBackstage vs Palo Alto Networks Cortex CloudBackstage vs RoadieBackstage vs Atlassian CompassBackstage vs OpsLevelPalo Alto Networks Cortex Cloud vs RoadiePalo Alto Networks Cortex Cloud vs Atlassian CompassPalo Alto Networks Cortex Cloud vs OpsLevelRoadie vs Atlassian CompassRoadie vs OpsLevelAtlassian Compass vs OpsLevel
One product takes 69% of first choices here, so the chart would put six markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small and Qwen 3.7 Flash 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.
Backstage63%
44 of 70 labels negative · 14 of 14 models · 16 hard negative
“Backstage is a framework, not a finished product. It typically requires 6–12 months of setup time and 2–15 full-time engineers for ongoing maintenance.” GLM 4.7 FlashX, negative prompt
Humanitec74%
14 of 19 labels negative · 10 of 14 models · 5 hard negative
“Avoid Humanitec initially unless provisioning environments and infrastructure through a self-service platform is already a pressing problem.” Perplexity Sonar, comparative prompt
Palo Alto Networks Cortex Cloud35%
14 of 40 labels negative · 10 of 14 models · 2 hard negative
“Over-engineering with enterprise tools like Humanitec or Cortex – Better fits for larger organizations” Kimi K2, paraphrase prompt
OpsLevel28%
9 of 32 labels negative · 8 of 14 models
“Enterprise-First SaaS Platforms (e.g., Cortex, high-tier Port or OpsLevel setups)” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 777 links across 159 sites, every framing counted. Ranked by the number of answers carrying the site or page. 57 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.
35 answers · 35 citations · 12 models
31 answers · 31 citations · 10 models
vendor site · Cycloid30 answers · 40 citations · 11 models
vendor site · Port27 answers · 56 citations · 12 models
publisher (Gane)25 answers · 25 citations · 9 models
vendor site · OpsLevel23 answers · 32 citations · 12 models
20 answers · 20 citations · 11 models
vendor site · Control Plane19 answers · 20 citations · 9 models
vendor site · Roadie18 answers · 23 citations · 6 models
15 answers · 16 citations · 8 models
vendor site · Backstage14 answers · 18 citations · 6 models
13 answers · 19 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
35 answers · 12 models
30 answers · 10 models
24 answers · 9 models
19 answers · 9 models
18 answers · 10 models
17 answers · 10 models
14 answers · 8 models
11 answers · 6 models
11 answers · 7 models
10 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 internal developer portal”, “internal developer portal”, “internal developer portals”. 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 |
|---|---|---|---|---|---|---|---|---|
| Port port.io | 69% | 193 | 90,500 | 598,288 | 7,729 | 26 | 1 | |
| Backstage backstage.io | 11% | 197 | 110,000 | 7,081 | 2,929 | 2 | ||
| Atlassian atlassian.com Atlassian Compass 7%, Confluence 0% | 7% | 200 | 165,000 | 6,617 | 4,724,388 company | $5,906 | 61 | |
| Roadie roadie.io | 6% | 94 | 110,000 | 6,838 | 416 | 5 | ||
| Qovery qovery.com | 4% | 28 | 390 | 4 | 2,459 | 0 | 3 | |
| OpsLevel opslevel.com | 2% | 115 | 320 | 0 | 2,206 | 12 | ||
| Northflank northflank.com | 2% | 53 | 1,300 | 8 | 48,493 | 1 | ||
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 0% | 0% | 273 | 40,500 | 1,088 | ||||
| Cycloid cycloid.io | 0% | 43 | 4,400 | 526 | 394 | 13 | ||
| Railway railway.com | 0% | 31 | 49,500 | 38,891 | 60,702 | 0 |
Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (port.io, reddit.com, roadie.io). The first result for “best internal developer portal” is cortex.io.
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 internal developer portal for a small B2B company?”Paraphrase“Which internal developer platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top internal developer portals for a small team and how do they differ?”Budget-constrained“What is the best internal developer portal for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an internal developer portal. What should we look at?”Negative“Which internal developer portals should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceNorthflank, QoveryChangedagainst: BackstagePortagainst: BackstagePortno first choicenothing named
One alternative
Atlassian CompassTwo alternatives
Qovery, RoadieTwo alternatives
Atlassian Compass, BackstageGPT-5.4 miniRoadieagainst: BackstagePort, RoadieChangedagainst: Backstage, HumanitecOpsLevel, Roadieagainst: BackstageBackstageagainst: Humanitecno first choiceagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
Three alternatives
Compass, Palo Alto Networks Cortex Cloud, PortOne alternative
RoadieGemini 3.5 FlashPortagainst: BackstageQoveryChangedagainst: Spotify BackstageAtlassian Compass, Portagainst: Backstage, Palo Alto Networks Cortex CloudAtlassian Compass, Portagainst: BackstagePortagainst: Spotify Backstageagainst: AWS Proton, Humanitec, Kratix, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Spotify's Backstage
Three alternatives
Atlassian Compass, OpsLevel, RoadieThree alternatives
DuploCloud, Northflank, PortTwo alternatives
OpsLevel, RoadieFour alternatives
Northflank, OpsLevel, Railway, RenderFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadiePerplexity SonarPortPortHeldagainst: BackstagePortagainst: Backstage, HumanitecPortagainst: Backstage, Roadieno first choiceagainst: Backstageagainst: Atlassian Compass, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Roadie, Self-Hosted Backstage
Five alternatives
Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieOne alternative
CompassFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieTwo alternatives
Atlassian Compass, GitHub plus Actions and ProjectsGrok 4.20PortBackstage, PortChangedagainst: Atlassian Compass, Palo Alto Networks Cortex Cloud, Red Hat Developer HubOpsLevel, Portagainst: BackstageBackstageagainst: Control Plane, GitHub, Harness IDP, Jira, OpsLevel, QoveryPortagainst: Backstageagainst: Atlassian Compass, Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud
Five alternatives
Atlassian Compass, Backstage, Cycloid, Palo Alto Networks Cortex Cloud, RoadieSix alternatives
Cycloid, Harness IDP, Humanitec, Microtica, Qovery, RoadieThree alternatives
Atlassian Compass, Palo Alto Networks Cortex Cloud, RoadieThree alternatives
Palo Alto Networks Cortex Cloud, Port, RoadieFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieMistral SmallPortno first choiceChangedPortPortagainst: Backstageno first choiceagainst: Backstage, Humanitech, Palo Alto Networks Cortex Cloud
One alternative
BackstageFour alternatives
Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex CloudOne alternative
Atlassian CompassDeepSeek V4 FlashPortagainst: Backstage, OpsLevelPortHeldagainst: BackstagePortagainst: BackstagePortagainst: BackstageRoadieagainst: Backstageagainst: Humanitec, Palo Alto Networks Cortex Cloud, Port, Self-Hosted Backstage
One alternative
Atlassian CompassTwo alternatives
Atlassian Compass, NorthflankFour alternatives
Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Portainer-IDPOne alternative
Atlassian CompassFour alternatives
Harness IDP, OpsLevel, Palo Alto Networks Cortex Cloud, PortLlama 4 MaverickPortagainst: BackstagePortHeldPortAtlassian Compassagainst: Backstageno first choiceagainst: Backstage, Humanitec
One alternative
Palo Alto Networks Cortex CloudThree alternatives
Backstage, Cycloid, Palo Alto Networks Cortex CloudTwo alternatives
Atlassian Compass, BackstageOne alternative
PortQwen 3.7 FlashPortAtlassian CompassChangedagainst: BackstagePortBackstage, Portagainst: HumanitecPortagainst: Spotify's Backstageagainst: Configure8, Humanitec, Spotify Backstage
Four alternatives
Backstage, GitBook, Humanitec, StroomOne alternative
PortThree alternatives
Atlassian Compass, Backstage, Palo Alto Networks Cortex CloudOne alternative
Grafana FleetwiseKimi K2Portagainst: BackstagePortHeldagainst: Backstage, Humanitec, Palo Alto Networks Cortex CloudPortagainst: BackstagePortOpsLevel, Portagainst: Backstageagainst: Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Port
Six alternatives
Coolify, Dokploy, Fly.io, Qovery, Railway, RenderThree alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex CloudTwo alternatives
Atlassian Compass, BackstageTwo alternatives
Atlassian Compass, RoadieGLM 4.7 FlashXPortagainst: BackstagePortHeldagainst: BackstagePortagainst: Atlassian CompassAtlassian CompassBackstageagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
Three alternatives
Atlassian Compass, Configure8, Palo Alto Networks Cortex CloudOne alternative
Atlassian CompassFour alternatives
Backstage, Cycloid, Palo Alto Networks Cortex Cloud, RoadieThree alternatives
Backstage, Port, TelvarOne alternative
PortMiniMax M2.5PortPortHeldPortagainst: BackstagePortagainst: OpsLevelno first choiceagainst: Spotify Backstage
Two alternatives
Atlassian Compass, BackstageTwo alternatives
Backstage, Palo Alto Networks Cortex CloudTwo alternatives
Atlassian Compass, RoadieOne alternative
BackstageGPT-6 LunaPortagainst: CompassPortHeldagainst: BackstagePortagainst: Backstage, Palo Alto Networks Cortex Cloud, RoadiePortBackstageagainst: Atlassian Compass, Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Roadie
Two alternatives
Backstage, RoadieTwo alternatives
Atlassian Compass, OpsLevelOne alternative
BackstageMuse Glimmer 30BPortagainst: BackstagePortHeldPortagainst: BackstagePortagainst: BackstagePortagainst: Backstageagainst: Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud
One alternative
Atlassian CompassThree alternatives
Backstage, Roadie, Spotify PortalTwo alternatives
Palo Alto Networks Cortex Cloud, RoadieTwo alternatives
Atlassian Compass, FrontStageTwo alternatives
OpsLevel, RoadieBold 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 19:11 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:57 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:08 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:02 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:39 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:17 | yes | 25 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 15 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:02 | yes | 10 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:46 | yes | 5 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:10 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:42 | yes | 10 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:03 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | yes | 2 | 4 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 16:46 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:16 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:45 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:46 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:31 | yes | 23 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:08 | yes | 7 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:35 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:33 | yes | 9 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:33 | yes | 21 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:43 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 14 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:08 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:19 | yes | 4 | 8 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 13:34 | yes | 9 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:01 | yes | 14 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:47 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:08 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:17 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:19 | yes | 15 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:18 | yes | 10 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 19 | 80 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:42 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:01 | yes | 11 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:27 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:35 | yes | 3 | 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 11:18 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:00 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:04 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:55 | yes | 9 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:11 | yes | 21 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:08 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:06 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:08 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:00 | no | 0 | 10 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 15:46 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:49 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:16 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:39 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:55 | yes | 19 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:52 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:39 | yes | 14 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:55 | yes | 18 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 4 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:02 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:20 | yes | 3 | 5 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 12:59 | yes | 7 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:14 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:24 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:02 | yes | 24 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:42 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 14 | 18 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:19 | yes | 25 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:08 | yes | 9 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:06 | yes | 6 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:34 | yes | 18 | 29 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
Port.io read as Port
Unresolved, counted raw
Coherence
Dokploy
GitHub Service Catalog
GitHub plus Actions and Projects
Grafana Fleetwise
Humanitech
Internal.io
Portainer-IDP
Strapi
Stroom
Telvar
Discontinued, still offered
No shut-down product was recommended here.