Internal developer portals for enterprise buyers
Asked as “internal developer portal”, and as “internal developer platform”, on behalf of an enterprise B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
44%
Clear leader
44Port24Backstage12Red Hat Developer Hub20others
44% of first choices, clear leader.
Since October 2026▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.Port held the lead, +19 points on 25%, 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.Standing →Mid-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.This page
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.Standing →EnterprisePort44%Clear leader▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Port44%15%73endorsed leader▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.25% → 44%
Port44%15%73endorsed leader▲+19Since October 2026: 25% → 44%, +19 points. Past the 11-point floor: movement.25% → 44%02
Backstage24%35%72criticized challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.22% → 24%
Backstage24%35%72criticized challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.22% → 24%03
Red Hat Developer Hub12%0%30accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%
Red Hat Developer Hub12%0%30accepted challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 11-point floor: within noise.8% → 12%04
Palo Alto Networks Cortex Cloud5%19%57accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%
Palo Alto Networks Cortex Cloud5%19%57accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%05
Roadie3%14%35accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%
Roadie3%14%35accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%06
Humanitec3%14%29accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 11-point floor: within noise.5% → 3%
Humanitec3%14%29accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 11-point floor: within noise.5% → 3%07
Cycloid3%5%20accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Cycloid3%5%20accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%08
Atlassian Compass2%25%24criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Atlassian Compass2%25%24criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the one product at 0%, ordered by negative rate
09
OpsLevel0%12%50accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
OpsLevel0%12%50accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 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 enterprise.
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
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Port44%
Port44%02Backstage24%
Backstage24%03Red Hat Developer Hub12%
Red Hat Developer Hub12%04Palo Alto Networks Cortex Cloud5%
Palo Alto Networks Cortex Cloud5%05Roadie3%
Roadie3%06Humanitec3%
Humanitec3%07Cycloid3%
Cycloid3%08Atlassian Compass2%
Atlassian Compass2%09OpsLevel0%
OpsLevel0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
Backstage35%
25 of 72 labels negative · 13 of 14 models · 4 hard negative
“the main internal developer portal (IDP) to approach with strong caution—or outright avoid unless you have significant dedicated resources—is self-hosted Backstage” Muse Glimmer 30B, negative prompt
Palo Alto Networks Cortex Cloud19%
11 of 57 labels negative · 9 of 14 models · 4 hard negative
“recommend avoiding, such as self-hosted Backstage, Palo Alto Networks Cortex Cloud, and Port” Llama 4 Maverick, negative prompt
Port15%
11 of 73 labels negative · 8 of 14 models · 5 hard negative
“recommend avoiding, such as self-hosted Backstage, Palo Alto Networks Cortex Cloud, and Port” Llama 4 Maverick, negative prompt
Atlassian Compass25%
6 of 24 labels negative · 5 of 14 models · 4 hard negative
“I wouldn't shortlist it for a new deployment without first reviewing Atlassian's transition plans” GPT-6 Luna, comparative 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
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1005 links across 224 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 · Cycloid41 answers · 99 citations · 12 models
vendor site · Port34 answers · 60 citations · 13 models
vendor site · OpsLevel32 answers · 57 citations · 13 models
vendor site · Roadie24 answers · 37 citations · 10 models
vendor site · Backstage21 answers · 29 citations · 7 models
21 answers · 21 citations · 9 models
vendor site · Cortex20 answers · 24 citations · 10 models
publisher (Gane)19 answers · 20 citations · 5 models
vendor site · Humanitec18 answers · 20 citations · 9 models
16 answers · 16 citations · 9 models
vendor site · GitHub14 answers · 22 citations · 8 models
14 answers · 15 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.
20 answers · 9 models
19 answers · 5 models
18 answers · 10 models
16 answers · 10 models
16 answers · 9 models
16 answers · 8 models
15 answers · 9 models
14 answers · 10 models
14 answers · 7 models
12 answers · 8 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 | 44% | 193 | 90,500 | 598,288 | 7,729 | 26 | 1 | |
| Backstage backstage.io | 24% | 197 | 110,000 | 7,081 | 2,929 | 2 | ||
| Red Hat Developer Hub redhat.com | 12% | 36 | 170 | 5 | 1,347,338 | $281 | 117 | |
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 5% | 5% | 273 | 40,500 | 1,088 | ||||
| Roadie roadie.io | 3% | 94 | 110,000 | 6,838 | 416 | 5 | ||
| Humanitec humanitec.com | 3% | 69 | 260 | 7 | 610 | 0 | ||
| Cycloid cycloid.io | 3% | 43 | 4,400 | 526 | 394 | 13 | ||
| Atlassian atlassian.com Atlassian Compass 2% | 2% | 93 | 720 | 14 | 4,724,388 company | $5,906 | 61 | |
| Spotify Backstage | 2% | 720 | 49 | |||||
| Harness Platform | 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 an enterprise B2B company?”Paraphrase“Which internal developer platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade internal developer portals and how do they differ?”Budget-constrained“What is the best internal developer portal 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 an internal developer portal. What should we look at?”Negative“Which internal developer portals should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Backstage, PortRed Hat Developer HubChangedPortPortagainst: OpsLevel, Palo Alto Networks Cortex Cloudno first choiceagainst: Backstagenothing named
Four alternatives
AWS Proton, Mia Platform, Morpheus Data, RoadieFour alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer HubTwo alternatives
Atlassian Compass, RoadieGPT-5.4 miniBackstage, Palo Alto Networks Cortex CloudBackstageChangedBackstage, Roadieagainst: Configure8Backstageagainst: Roadieno first choicenothing named
Two alternatives
Humanitec, OpsLevelThree alternatives
Atlassian Compass, Palo Alto Networks Cortex Cloud, PortOne alternative
PortGemini 3.5 FlashPortPalo Alto Networks Cortex Cloud, PortChangedBackstageSpotify Backstageno first choiceagainst: Backstageagainst: Backstage, ServiceNow
Four alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer Hub, Spotify's BackstageFour alternatives
Humanitec, Red Hat Developer Hub, Roadie, Spotify BackstageFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, PortThree alternatives
Palo Alto Networks Cortex Cloud, Port, RoadiePerplexity SonarPortRed Hat Developer HubChangedBackstage, PortBackstageagainst: Compass, Portno first choiceagainst: Backstage, Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Roadie
Five alternatives
Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer HubFive alternatives
Backstage, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, PortSix alternatives
Atlassian Compass, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer Hub, RoadieOne alternative
Red Hat Developer HubGrok 4.20Backstageagainst: Harness, Palo Alto Networks Cortex Cloud, Port, PuppetPalo Alto Networks Cortex Cloud, Port, RoadieChangedagainst: BackstageBackstageagainst: Atlassian CompassRed Hat Developer Hubagainst: Humanitec, Port, RoadiePortagainst: Backstageagainst: Spotify Backstage
Two alternatives
OpsLevel, RoadieTwo alternatives
Humanitec, OpsLevelFour alternatives
Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, PortThree alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex CloudFive alternatives
Harness IDP, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieMistral SmallPort, Red Hat Developer HubRed Hat Developer HubChangedCycloid, Portagainst: Atlassian Compass, BackstagePortagainst: Backstage, Humanitec, Palo Alto Networks Cortex Cloudno first choiceagainst: Palo Alto Networks Cortex Cloud, Port, Roadie, Self-Hosted Backstage
One alternative
BackstageFour alternatives
Atlassian Compass, Backstage, Cycloid, HumanitecTwo alternatives
Harness IDP, RoadieDeepSeek V4 FlashPortBackstageChangedagainst: Palo Alto Networks Cortex Cloud, PortBackstage, PortBackstageagainst: Cycloid, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Portno first choiceagainst: Backstage, OpsLevel
Four alternatives
Backstage, Harness IDP, Humanitec, Palo Alto Networks Cortex CloudThree alternatives
Humanitec, Roadie, Spotify PortalFive alternatives
Atlassian Compass, Harness IDP, Humanitec, OpsLevel, Palo Alto Networks Cortex CloudOne alternative
Atlassian CompassLlama 4 MaverickPortagainst: Backstageno first choiceChangedno first choiceBackstageno first choiceagainst: Backstageagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
One alternative
Red Hat Developer HubThree alternatives
Atlassian Compass, Palo Alto Networks Cortex Cloud, PortQwen 3.7 FlashBackstage, PortHumanitec, PortChangedBackstageAtlassian Compass, Portagainst: Backstageno first choiceagainst: Backstageagainst: Backstage, Ory Keto/Hydra stacks
Two alternatives
Atlassian Compass, Palo Alto Networks Cortex CloudTwo alternatives
Backstage, Harness PlatformFour alternatives
Getport, OpsLevel, Palo Alto Networks Cortex Cloud, PortOne alternative
CycloidKimi K2Portagainst: BackstageBackstage, Port, Red Hat Developer HubChangedBackstage, Portagainst: Atlassian CompassPortagainst: Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Roadieno first choiceagainst: Backstage
Two alternatives
Palo Alto Networks Cortex Cloud, Red Hat Developer HubFour alternatives
Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Spotify PortalFour alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer Hub, RoadieOne alternative
BackstageFour alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer HubGLM 4.7 FlashXPortagainst: BackstageCycloid, Harness Platform, HumanitecChangedPortRed Hat Developer Hubagainst: Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Self‑hosted Backstageno first choiceagainst: Backstage
One alternative
CycloidFour alternatives
Backstage, Devtron, Port, SpinnakerThree alternatives
Atlassian Compass, Backstage, CycloidOne alternative
RoadieMiniMax M2.5RoadieBackstage, PortChangedBackstagePortCycloid, Portagainst: Backstageagainst: Backstage
Seven alternatives
Cycloid, Harness IDP, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer Hub, Spotify BackstageTwo alternatives
Control Plane, RoadieThree alternatives
Palo Alto Networks Cortex Cloud, Port, RoadieTwo alternatives
Backstage, Cortex Site LicenseGPT-6 LunaPortagainst: BackstagePortHeldBackstageagainst: Atlassian CompassBackstageagainst: PortPortagainst: Compassagainst: Atlassian Compass, Backstage
Two alternatives
OpsLevel, Palo Alto Networks Cortex CloudThree alternatives
Backstage, Humanitec, Red Hat Developer HubFive alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer Hub, RoadieThree alternatives
Backstage, OpsLevel, Red Hat Developer HubMuse Glimmer 30BPortBackstageChangedBackstageagainst: ApigeePortagainst: Backstageno first choiceagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
Six alternatives
Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer Hub, RoadieFour alternatives
Cycloid, OpsLevel, Palo Alto Networks Cortex Cloud, PortSix alternatives
Compass from Atlassian, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer Hub, RoadieThree alternatives
Atlassian Compass, Roadie, Spotify PortalBold 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 18:09 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:52 | yes | 3 | 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 14:45 | yes | 11 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:02 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:13 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:55 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:54 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 15 | 60 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:48 | yes | 23 | 258 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:04 | yes | 19 | 47 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:59 | yes | 5 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:12 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:32 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | 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 17:51 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:31 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:07 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:49 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:08 | yes | 25 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:11 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:41 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:38 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:30 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:09 | yes | 5 | 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 09:31 | yes | 10 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:54 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 10 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:46 | yes | 13 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:37 | yes | 25 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:03 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:47 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:20 | yes | 25 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 24 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:47 | yes | 14 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:24 | yes | 8 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:32 | yes | 22 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:18 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:16 | yes | 3 | 6 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 18:32 | yes | 16 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:17 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:03 | yes | 9 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:02 | yes | 25 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:55 | yes | 5 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:49 | yes | 25 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 22 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:38 | yes | 24 | 73 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 4 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 24 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:57 | yes | 6 | 9 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 10:45 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:35 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:28 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:40 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:54 | yes | 21 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:21 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:15 | yes | 5 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:54 | yes | 25 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 22 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 17 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:29 | yes | 5 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:15 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:13 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | yes | 7 | 7 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 13:11 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:26 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:58 | yes | 10 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:58 | yes | 23 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:38 | yes | 15 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:45 | yes | 24 | 86 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:24 | yes | 23 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:38 | yes | 15 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 2 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:52 | yes | 19 | 27 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
Harness Internal Developer Portal read as Harness IDP
Port.io read as Port
Spotify Portal for Backstage read as Spotify Portal
Unresolved, counted raw
AWS Service Catalog
Atlassian ecosystem
Compass from Atlassian
Cortex Site License
Facets.cloud
Factory
Flanksource Mission Control
Flightdeck
Getport
Harness Platform
HashiCorp Waypoint
Humanitec Portal
Jellyfish
Massdriver
Morpheus Data
Ory Keto/Hydra stacks
Self‑hosted Backstage
Spotify Enterprise Portal
Uffizzi
Upbound
Discontinued, still offered
No shut-down product was recommended here.