Internal developer portals for enterprise buyers
Asked as “internal developer portal”, and as “internal developer platform”, on behalf of an enterprise B2B company. 60 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
25%
Contested · Backstage 22%
25Port22Backstage10Palo Alto Networks Cortex Cloud43others
25% of first choices, contested.
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
Show the one product at 0%, ordered by negative rate
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 ten head-to-head pages: the top five products, each against each
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
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Port25%
Port25%02Backstage22%
Backstage22%03Roadie10%
Roadie10%04Palo Alto Networks Cortex Cloud10%
Palo Alto Networks Cortex Cloud10%05Red Hat Developer Hub8%
Red Hat Developer Hub8%06Humanitec5%
Humanitec5%07OpsLevel3%
OpsLevel3%08Atlassian Compass3%
Atlassian Compass3%09Cycloid0%
Cycloid0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Backstage39%
24 of 62 labels negative · 13 of 14 models · 3 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**” Grok 4.1 Fast, negative prompt
Palo Alto Networks Cortex Cloud19%
9 of 47 labels negative · 6 of 14 models · 1 hard negative
“Avoid: Per-user models without volume discounts (Cortex, Port at list price)” Kimi K2, budget prompt
Port11%
6 of 56 labels negative · 5 of 14 models · 1 hard negative
“Avoid: Per-user models without volume discounts (Cortex, Port at list price)” Kimi K2, budget prompt
Atlassian Compass19%
4 of 21 labels negative · 4 of 14 models · 2 hard negative
“Atlassian Compass reached end-of-sale in May 2026 and will be fully decommissioned by December 31, 2027.” Gemini 3.5 Flash, comparative 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
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1129 links across 225 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 · Cycloid41 answers · 67 citations · 11 models
vendor site · Guideflow40 answers · 54 citations · 12 models
vendor site · Port37 answers · 58 citations · 13 models
33 answers · 37 citations · 11 models
32 answers · 32 citations · 10 models
vendor site · Cortex27 answers · 40 citations · 12 models
vendor site · Roadie27 answers · 35 citations · 10 models
vendor site · Northflank23 answers · 30 citations · 9 models
vendor site · OpsLevel22 answers · 39 citations · 10 models
20 answers · 27 citations · 9 models
vendor site · Humanitec20 answers · 26 citations · 11 models
20 answers · 20 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.
34 answers · 11 models
33 answers · 11 models
32 answers · 10 models
20 answers · 10 models
20 answers · 9 models
19 answers · 9 models
17 answers · 10 models
15 answers · 9 models
14 answers · 7 models
14 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 Port 25%, Port.io 0% | 25% | 166 | 90,500 | 598,288 | 7,729 | 26 | 1 | |
| Backstage backstage.io | 22% | 182 | 110,000 | 7,081 | 2,929 | 2 | ||
| Roadie roadie.io | 10% | 80 | 110,000 | 6,838 | 416 | 5 | ||
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 10% | 10% | 227 | 40,500 | 1,088 | ||||
| Red Hat Developer Hub redhat.com | 8% | 22 | 170 | 5 | 1,347,338 | $281 | 117 | |
| Humanitec humanitec.com | 5% | 59 | 260 | 7 | 610 | 0 | ||
| Spotify Portal spotify.com Spotify Portal 3%, Spotify Portal for Backstage 2% | 5% | 8 | 473,414,163 | $49 | 40 | |||
| OpsLevel opslevel.com | 3% | 109 | 320 | 0 | 2,206 | 12 | ||
| Atlassian atlassian.com Atlassian Compass 3% | 3% | 59 | 720 | 14 | 4,724,388 company | $5,906 | 61 | |
| Harness Platform | 3% |
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 4.5Portagainst: Backstageno first choiceChangedno first choiceagainst: BackstagePort, Roadieno first choiceagainst: Backstage
Three alternatives
Atlassian Compass, Palo Alto Networks Cortex Cloud, RoadieOne alternative
Atlassian CompassGPT-5.4 miniBackstage, Palo Alto Networks Cortex CloudBackstageChangedBackstageSpotify Portalagainst: BackstageOpsLevel, Palo Alto Networks Cortex Cloud, Portagainst: Backstage
Two alternatives
Compass, PortTwo alternatives
Humanitec, Palo Alto Networks Cortex CloudSix alternatives
Atlassian Compass, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Port, RoadieOne alternative
RoadieOne alternative
BackstageGemini 3.5 FlashPalo Alto Networks Cortex Cloud, Portagainst: BackstagePalo Alto Networks Cortex Cloud, PortHeldagainst: Backstage, Red Hat Developer HubPort, Spotify Backstageagainst: Atlassian CompassPalo Alto Networks Cortex Cloudagainst: Spotify Backstageno first choiceagainst: Spotify Backstageagainst: Backstage
Three alternatives
OpsLevel, Red Hat Developer Hub, RoadieOne alternative
HumanitecFour alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, Red Hat Developer Hub, RoadieThree alternatives
OpsLevel, Port.io, Red Hat Developer HubTwo alternatives
Palo Alto Networks Cortex Cloud, PortPerplexity SonarRed Hat Developer HubHarness PlatformChangedBackstageRed Hat Developer Hubno first choicenothing named
Two alternatives
Backstage, HarnessFour alternatives
Backstage, Cycloid, Facets.cloud, RoadieSix alternatives
Atlassian Compass, Cycloid, Northflank, OpsLevel, Port, Red Hat Developer HubTwo alternatives
Backstage, CycloidGrok 4.1 FastRoadieBackstageChangedPalo Alto Networks Cortex Cloud, Port.ioBackstageagainst: Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, Portainer IDPno first choiceagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
Three alternatives
Harness IDP, OpsLevel, Port.ioThree alternatives
Atlassian Compass, Roadie, Spotify EnterpriseThree alternatives
Atlassian Compass, OpsLevel, Spotify BackstageTwo alternatives
Port, RoadieMistral SmallBackstageBackstage.io, Harness PlatformChangedOpsLevel, PortAtlassian Compass, Roadieagainst: Palo Alto Networks Cortex Cloudno first choiceagainst: Backstage, Palo Alto Networks Cortex Cloud, Port
One alternative
Red Hat Developer HubOne alternative
DuploCloudThree alternatives
Atlassian Compass, Backstage, Palo Alto Networks Cortex CloudDeepSeek V4 FlashBackstage, Port, Spotify PortalBackstageChangedBackstageAtlassian Compassagainst: Self-Hosted BackstagePalo Alto Networks Cortex Cloud, Portagainst: Backstageagainst: Backstage, Palo Alto Networks Cortex Cloud
Four alternatives
Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieTwo alternatives
Humanitec, Spotify Portal for BackstageSeven alternatives
Atlassian Compass, Humanitec, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Red Hat Developer Hub, Spotify Portal for BackstageTwo alternatives
Humanitec, PortOne alternative
RoadieLlama 4 Maverickno first choiceHumanitecChangedno first choiceno first choiceagainst: Roadieno first choiceagainst: Backstage
One alternative
NorthflankQwen 3.7 FlashPortHumanitecChangedagainst: BackstageBackstage, PortBackstageno first choiceagainst: Backstageagainst: BMC, ServiceNow
Two alternatives
Backstage, Palo Alto Networks Cortex CloudOne alternative
PortThree alternatives
Harness Intelligent Toolkit, Oso Cloud, StratosphereTwo alternatives
DevHub, GitLab UltimateKimi K2PortSpotify Portal for BackstageChangedagainst: BackstageBackstageRoadieagainst: Backstage, Palo Alto Networks Cortex Cloud, PortBackstage, Red Hat Developer Hubagainst: Backstage, Humanitec
Four alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieThree alternatives
Mia-Platform, OpsLevel, PortThree alternatives
OpsLevel, Palo Alto Networks Cortex Cloud, PortOne alternative
OpsLevelThree alternatives
Palo Alto Networks Cortex Cloud, Port, RoadieGLM 4.7 FlashXRed Hat Developer Hubagainst: BackstageHumanitecChangedBackstage, PortPortagainst: Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloudno first choiceagainst: Backstage
Four alternatives
Northflank, OpsLevel, Palo Alto Networks Cortex Cloud, PortThree alternatives
Cycloid, OpsLevel, Red Hat Developer HubThree alternatives
Configure8, Facets, RundeckTwo alternatives
Backstage, Red Hat Developer HubMiniMax M2.5OpsLevel, PortBackstage, RoadieChangedOpsLevel, PortPort, Self-Hosted BackstageHarness IDPagainst: Backstage
Two alternatives
Harness Platform, HumanitecTwo alternatives
Humanitec, PortFour alternatives
Atlassian Compass, Backstage, Palo Alto Networks Cortex Cloud, Red Hat Developer HubTwo alternatives
Atlassian Compass, RoadieThree alternatives
Cycloid, OpsLevel, PortGPT-6 LunaPortPortHeldBackstageagainst: Atlassian CompassBackstageagainst: Portno first choiceagainst: Backstageagainst: Backstage
Four alternatives
Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Spotify PortalThree alternatives
Backstage, Humanitec, Palo Alto Networks Cortex CloudSix alternatives
Harness IDP, OpsLevel, Palo Alto Networks Cortex Cloud, Port, Roadie, Spotify PortalOne alternative
RoadieMuse Glimmer 30BBackstage, PortRed Hat Developer Hub, RoadieChangedBackstage, PortBackstageagainst: OpsLevel, Palo Alto Networks Cortex Cloud, Portno first choiceagainst: Backstage, OpsLevel, Palo Alto Networks Cortex Cloud, Port
Three alternatives
Atlassian Compass, Palo Alto Networks Cortex Cloud, Red Hat Developer HubOne alternative
BackstageFour alternatives
Atlassian Compass, OpsLevel, Palo Alto Networks Cortex Cloud, RoadieTwo alternatives
Humanitec, 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. 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 | 2026-10-05 01:30 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:31 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:20 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:03 | yes | 16 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:57 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:37 | yes | 24 | 58 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:31 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | yes | 13 | 56 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:26 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:50 | yes | 23 | 504 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:27 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:47 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:40 | yes | 13 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:53 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:08 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 20 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:14 | yes | 14 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:34 | yes | 25 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:53 | yes | 25 | 71 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:41 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:47 | yes | 25 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:43 | yes | 21 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:30 | yes | 5 | 44 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:09 | yes | 4 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | yes | 24 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:27 | yes | 2 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:41 | yes | 25 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:59 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:30 | yes | 21 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:57 | yes | 22 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 21 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:43 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:50 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:33 | yes | 23 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:36 | yes | 23 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 18 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:33 | yes | 8 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:54 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 14 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:45 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:37 | yes | 21 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:16 | yes | 18 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:59 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:51 | yes | 24 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:00 | yes | 15 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 18 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:58 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:58 | yes | 16 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | yes | 4 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 23 | 38 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:48 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:00 | yes | 17 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:18 | yes | 18 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:48 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 19 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:10 | yes | 14 | 99 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:49 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:25 | yes | 4 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:00 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:50 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:49 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:06 | yes | 19 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:01 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:57 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:50 | yes | 25 | 62 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:31 | yes | 25 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 23 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 22 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:21 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 24 | 26 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
Harness Internal Developer Portal read as Harness IDP
Unresolved, counted raw
Backstage.io (Enterprise)
CNCF Backstage
DevHub
Facets.cloud
Harness Intelligent Toolkit
Harness Platform
Humanitik
Internal.io
Oso Cloud
Platform Engineering on Kubernetes
Rundeck
Spotify Enterprise
Stratosphere
appvia
thectoclub.com
unite.ai
Discontinued, still offered
No shut-down product was recommended here.