Internal developer portals
Asked as “internal developer portal”, and as “internal developer platform”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
57%
Clear leader
57Port12Backstage08Palo Alto Networks Cortex Cloud22others
57% of first choices, clear leader.
Since October 2026▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.Port held the lead, −1 point on 58%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Port69%Clear leader▲+12Since October 2026: 57% → 69%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketPort57%Clear leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.This pageEnterprisePort44%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.Standing →Mid-marketPort57%Clear leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.This pageEnterprisePort44%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Port57%7%71endorsed leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.58% → 57%
Port57%7%71endorsed leader▼−1Since October 2026: 58% → 57%, −1 point. Inside the 11-point floor: within noise.58% → 57%02
Backstage12%42%72criticized challenger▼−11Since October 2026: 23% → 12%, −11 points. Inside the 11-point floor: within noise.23% → 12%
Backstage12%42%72criticized challenger▼−11Since October 2026: 23% → 12%, −11 points. Inside the 11-point floor: within noise.23% → 12%03
Palo Alto Networks Cortex Cloud8%12%49accepted challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%
Palo Alto Networks Cortex Cloud8%12%49accepted challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%04
Roadie8%0%32accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Roadie8%0%32accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%05
Atlassian Compass4%17%30accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Atlassian Compass4%17%30accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
OpsLevel2%7%42accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
OpsLevel2%7%42accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%Show the two products at 0%, ordered by negative rate
07
Humanitec0%18%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Humanitec0%18%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Cycloid0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cycloid0%7%15accepted 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.
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 57% of first choices here, so the chart would put seven 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. One product carries 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, Mistral Small, Qwen 3.7 Flash, 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.
Backstage42%
30 of 72 labels negative · 13 of 14 models · 4 hard negative
“it is arguably the biggest trap for companies without a dedicated "Platform Team" of at least 3–5 senior engineers” Qwen 3.7 Flash, negative prompt
Atlassian Compass17%
5 of 30 labels negative · 5 of 14 models · 2 hard negative
“I would not start a new evaluation with Atlassian Compass as a standalone option.” GPT-6 Luna, scale prompt
Palo Alto Networks Cortex Cloud12%
6 of 49 labels negative · 5 of 14 models · 1 hard negative
“Other Options to Avoid on a Tight Budget - Cortex, configure8, or Cycloid are excellent but are paid SaaS platforms” Grok 4.20, budget prompt
Humanitec18%
5 of 28 labels negative · 5 of 14 models
“Humanitec is better if your main problem is environment and infrastructure orchestration, not primarily the developer portal experience” GPT-5.4 mini, paraphrase 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
71 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. 776 links across 186 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.
vendor site · OpsLevel33 answers · 61 citations · 12 models
vendor site · Port33 answers · 60 citations · 12 models
vendor site · Cycloid26 answers · 54 citations · 9 models
23 answers · 24 citations · 10 models
22 answers · 22 citations · 10 models
vendor site · Cortex17 answers · 20 citations · 8 models
vendor site · Backstage16 answers · 18 citations · 7 models
vendor site · SourceForge16 answers · 17 citations · 7 models
vendor site · Roadie15 answers · 19 citations · 11 models
vendor site · GitHub14 answers · 26 citations · 6 models
publisher (Gane)13 answers · 16 citations · 6 models
vendor site · Guideflow13 answers · 14 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.
22 answers · 10 models
22 answers · 10 models
16 answers · 10 models
13 answers · 7 models
13 answers · 7 models
11 answers · 7 models
11 answers · 7 models
10 answers · 5 models
10 answers · 7 models
10 answers · 5 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 | 57% | 193 | 90,500 | 598,288 | 7,729 | 26 | 1 | |
| Backstage backstage.io | 12% | 197 | 110,000 | 7,081 | 2,929 | 2 | ||
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 8% | 8% | 273 | 40,500 | 1,088 | ||||
| Roadie roadie.io | 8% | 94 | 110,000 | 6,838 | 416 | 5 | ||
| Atlassian atlassian.com Atlassian Compass 4%, Confluence 0% | 4% | 200 | 165,000 | 6,617 | 4,724,388 company | $5,906 | 61 | |
| OpsLevel opslevel.com | 2% | 115 | 320 | 0 | 2,206 | 12 | ||
| Configure8 | 2% | 20 | 0 | |||||
| GitBook gitbook.com | 2% | 73 | 6,600 | 113 | 10,118 | 1 | ||
| Notion notion.com | 2% | 128 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Spotify's Backstage | 2% |
Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (cortex.io, port.io, 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 mid-market B2B company?”Paraphrase“Which internal developer platform would you recommend to a mid-sized B2B company?”Comparative“What are the top internal developer portals and how do they differ?”Budget-constrained“What is the best internal developer portal for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an internal developer portal. What should we look at?”Negative“Which internal developer portals should I avoid or be cautious about?”
Claude Haiku 4.5no first choicePortChangedno first choiceGitBook, Notionno first choicenothing named
Three alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, QoveryThree alternatives
Backstage, Palo Alto Networks Cortex Cloud, PortOne alternative
BackstageGPT-5.4 miniRoadieRoadieHeldagainst: Backstage, Humanitecno first choiceBackstageno first choiceagainst: Backstage
Two alternatives
Palo Alto Networks Cortex Cloud, PortTwo alternatives
OpsLevel, Palo Alto Networks Cortex CloudSeven alternatives
Atlassian Compass, Backstage, Cycloid, Palo Alto Networks Cortex Cloud, Port, Roadie, WSO2 Developer PlatformFour alternatives
Compass, Palo Alto Networks Cortex Cloud, Port, RoadieGemini 3.5 FlashPortagainst: BackstagePortHeldagainst: Spotify BackstageBackstagePortagainst: Spotify BackstagePortagainst: Spotify Backstageagainst: Atlassian Compass, Backstage, Datadog Service Catalog, OpsLevel, Palo Alto Networks Cortex Cloud, Port, ServiceNow Service Catalog
Four alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieSix alternatives
DuploCloud, Humanitec, Mia Platform, Palo Alto Networks Cortex Cloud, Qovery, RoadieFive alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieOne alternative
Atlassian CompassFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadiePerplexity SonarPortPortHeldBackstageAtlassian Compassno first choiceagainst: Backstage, Humanitec
Four alternatives
Atlassian Compass, Backstage, Humanitec, Palo Alto Networks Cortex CloudFive alternatives
Backstage, Cycloid, Humanitec, OpsLevel, Palo Alto Networks Cortex CloudFive alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieTwo alternatives
Backstage, PortGrok 4.20Palo Alto Networks Cortex Cloudagainst: Argonaut, Harness, Humanitec, Self-Hosted BackstagePalo Alto Networks Cortex CloudHeldagainst: BackstageBackstage, PortBackstageagainst: Configure8, Cycloid, Palo Alto Networks Cortex Cloudno first choiceagainst: Backstage
Three alternatives
OpsLevel, Port, RoadieThree alternatives
Humanitec, OpsLevel, PortThree alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, RoadieTwo alternatives
Atlassian Compass, PortFour alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, PortMistral SmallPortagainst: Backstage, Palo Alto Networks Cortex CloudBackstageChangedPort, RoadiePortagainst: Backstageno first choiceagainst: Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Port
Four alternatives
Humanitec, Internal, Port, RailwayThree alternatives
Atlassian Compass, Backstage, CycloidOne alternative
Atlassian CompassDeepSeek V4 FlashPortagainst: BackstagePortHeldagainst: BackstageBackstagePortagainst: BackstagePalo Alto Networks Cortex Cloud, Portagainst: Backstageagainst: Backstage, Palo Alto Networks Cortex Cloud
Two alternatives
OpsLevel, Palo Alto Networks Cortex CloudTwo alternatives
Cycloid, QoverySix alternatives
Harness IDP, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieOne alternative
Atlassian CompassLlama 4 MaverickPortPortHeldPortAtlassian Compassagainst: Backstageno first choicenothing named
Three alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex CloudThree alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex CloudOne alternative
PortQwen 3.7 FlashPortagainst: Spotify BackstageConfigure8Changedagainst: BackstageSpotify BackstageBackstageSpotify's Backstageagainst: AWS Control Tower, Astronomer Astro, Azure Landing Zones, Backstage, Docusaurus, Flyport, GCP’s internal tools, Hugo, Humanitec, Mintlify
One alternative
HumanitecTwo alternatives
Control Plane, MicroticaFour alternatives
Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, PortFour alternatives
Confluence, Docusaurus, GitBook, PortFour alternatives
Compass, Harness, Humanitec, StackheroKimi K2Portagainst: BackstagePortHeldagainst: BackstageBackstagePortagainst: Backstageno first choiceagainst: Backstageagainst: Atlassian Compass, Backstage, Palo Alto Networks Cortex Cloud, Port
One alternative
OpsLevelTwo alternatives
Configure8, Palo Alto Networks Cortex CloudFour alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieOne alternative
Atlassian CompassTwo alternatives
Palo Alto Networks Cortex Cloud, PortGLM 4.7 FlashXPortRoadieChangedPortBackstageno first choiceagainst: Atlassian Compass, Backstage, OpsLevel, Port
Four alternatives
Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex CloudFive alternatives
Backstage, Cycloid, OpsLevel, Port, Red Hat Developer HubEleven alternatives
Atlassian Compass, Backstage, Configure8, Cycloid, Humanitec, Mia‑Platform, Northflank, OpsLevel, Palo Alto Networks Cortex Cloud, Qovery, RoadieFour alternatives
ForgePortal, FrontStage, Port, Red Hat Developer HubMiniMax M2.5OpsLevel, Palo Alto Networks Cortex CloudPortChangedagainst: BackstageBackstagePortagainst: Backstageno first choiceagainst: Backstage
Three alternatives
Backstage, Harness IDP, RoadieTwo alternatives
OpsLevel, Palo Alto Networks Cortex CloudThree alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, PortTwo alternatives
Atlassian Compass, CycloidGPT-6 LunaPortPortHeldBackstageagainst: HumanitecPortno first choiceagainst: Atlassian Compassagainst: Backstage
Two alternatives
Backstage, OpsLevelTwo alternatives
Backstage, HumanitecSix alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer Hub, Roadie, Spotify PortalOne alternative
BackstageFour alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, PortMuse Glimmer 30BPortPort, RoadieChangedagainst: BackstageBackstageBackstage, Portno first choiceagainst: Backstage
Three alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex CloudFive alternatives
Atlassian Compass, Cycloid, OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer HubFive alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieOne alternative
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 16:37 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | yes | 1 | 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 12:31 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:47 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 14 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:45 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:19 | yes | 22 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:04 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:13 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:52 | yes | 25 | 100 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:23 | yes | 5 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:35 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:06 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:15 | yes | 16 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:53 | yes | 4 | 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 14:25 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:51 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:54 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 23 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:35 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:08 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:40 | yes | 22 | 116 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:58 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:26 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 14 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:28 | yes | 2 | 10 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 12:38 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:32 | yes | 14 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:55 | yes | 15 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 23 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:10 | yes | 14 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:05 | yes | 10 | 165 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:34 | yes | 24 | 63 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:14 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:21 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:02 | yes | 3 | 4 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 12:48 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:40 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:26 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:38 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:09 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:43 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:46 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:07 | yes | 17 | 53 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:24 | yes | 22 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:38 | yes | 9 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:45 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:03 | yes | 10 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:07 | yes | 6 | 8 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 19:20 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:40 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:17 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:44 | yes | 16 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:28 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:07 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:02 | yes | 15 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:13 | yes | 14 | 79 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:08 | yes | 9 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:58 | yes | 4 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:37 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:43 | yes | 1 | 11 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 11:57 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:05 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:23 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:37 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:27 | yes | 9 | 6 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:11 | no | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:53 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:34 | yes | 15 | 77 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:12 | yes | 14 | 57 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:59 | yes | 2 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | 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
Port.io read as Port
Port.io (Port) read as Port
Spotify Portal for Backstage read as Spotify Portal
Unresolved, counted raw
AWS Control Tower
Argonaut
Azure Landing Zones
Catalogue
Datadog Internal Developer Portal
Datadog Service Catalog
Flyport
ForgePortal
GCP’s internal tools
Gloo Portal
Hasura Console
Mendix Copilot
Mia‑Platform
Pulumi IDP
ServiceNow Service Catalog
Spotify's internal Portal
Stackhero
WSO2 API Content Hub
WSO2 Developer Platform
Zudoku
Discontinued, still offered
No shut-down product was recommended here.