A category-by-category reading of all ten Edition 3 Engineering markets, with Best Top 3 tables and separate Most affordable, Easiest to set up, and Rising analysis.
The Edition 3 Engineering Reading
This report covers all ten category-relative markets in Cooper's Edition 3 Engineering software hub. The July 20–26, 2026 measurement uses scoring version aiq-v2 and keeps Best, Most affordable, Easiest to set up, and Rising as four separate questions across ChatGPT, Gemini, Claude, and Perplexity.
The hub contains 143 unique Best-ranked products, 1,022 cited pages from 550 source domains, and 1,959 verified mentions across all four direct questions. Hub totals deduplicate products and evidence shared across categories, so they are not intended to equal the sum of the ten category mastheads.
Best leadership changed in 2 of ten categories. Most affordable changed in 5, Easiest to set up in 8, and Rising in 5. That difference is the central Edition 3 story for Engineering: a category can have a stable Best answer while its price, setup, or emerging-product answer moves independently.
How to Read This Report
Each category keeps the established report shape: one Top 3 table, now explicitly scoped to Best, followed by interpretation. AIQ is category-relative and question-specific. Compare a product only with the same category and direct scope in Edition 2; do not compare raw AIQ between unrelated markets or between Best and another question.
The four assistant positions show where each product ranked in that exact scope. An em dash means no category rank from that assistant in the measurement, not a rejection or negative recommendation. Sources count distinct verified domains and Mentions count distinct verified product-page relationships; both are descriptive.
In Business Intelligence, Microsoft Power BI leads at Best AIQ 55, with assistant positions of #1 on ChatGPT, plus no category rank from Gemini, Claude, and Perplexity; the current scoped evidence records 1 source and 1 mention. Qlik Sense is second at Best AIQ 45, with assistant positions of #1 on Gemini, #1 on Claude, and #1 on Perplexity, plus no category rank from ChatGPT; the current scoped evidence records 6 sources and 6 mentions. Looker is third at Best AIQ 30, with assistant positions of #2 on ChatGPT and #2 on Perplexity, plus no category rank from Gemini and Claude; the current scoped evidence records 6 sources and 6 mentions.
Microsoft Power BI moved from #2 to #1 in Best, a 1-place gain, while its category-relative AIQ moved from 55 to 55. The current scoped evidence records 1 source and 1 mention. Qlik Sense moved from #1 to #2 in Best, a 1-place drop, while its category-relative AIQ moved from 56 to 45. The current scoped evidence records 6 sources and 6 mentions. Looker moved from #4 to #3 in Best, a 1-place gain, while its category-relative AIQ moved from 33 to 30. The current scoped evidence records 6 sources and 6 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Metabase at Most affordable AIQ 73, with assistant positions of #1 on ChatGPT, #1 on Claude, and #2 on Perplexity, plus no category rank from Gemini. Metabase moved from #2 to #1 in Most affordable, a 1-place gain, while its category-relative AIQ moved from 56 to 73. The current scoped evidence records 3 sources and 4 mentions. The Best leader is Microsoft Power BI, so the two results remain separate category-relative answers.
Easiest to set up is led by Metabase at Easiest to set up AIQ 76, with assistant positions of #1 on ChatGPT, #3 on Gemini, #2 on Claude, and #1 on Perplexity. Metabase held #1 in Easiest to set up, while its category-relative AIQ moved from 100 to 76. The current scoped evidence records 8 sources and 8 mentions. The Best leader is Microsoft Power BI, so the two results remain separate category-relative answers.
Rising is led by Omni at Rising AIQ 73, with assistant positions of #1 on ChatGPT, #2 on Gemini, and #3 on Claude, plus no category rank from Perplexity. Omni held #1 in Rising, while its category-relative AIQ moved from 75 to 73. The current scoped evidence records 3 sources and 4 mentions. The Best leader is Microsoft Power BI, so the two results remain separate category-relative answers.
In Data Integration (ETL), Fivetran leads at Best AIQ 74, with assistant positions of #1 on ChatGPT, #4 on Gemini, #2 on Claude, and #1 on Perplexity; the current scoped evidence records 9 sources and 9 mentions. Informatica is second at Best AIQ 43, with assistant positions of #1 on Gemini, #1 on Claude, and #2 on Perplexity, plus no category rank from ChatGPT; the current scoped evidence records 9 sources and 9 mentions. Informatica IDMC is third at Best AIQ 28, with assistant positions of #2 on ChatGPT, plus no category rank from Gemini, Claude, and Perplexity; the current scoped evidence records 1 source and 1 mention.
Fivetran held #1 in Best, while its category-relative AIQ moved from 81 to 74. The current scoped evidence records 9 sources and 9 mentions. Informatica held #2 in Best, while its category-relative AIQ moved from 33 to 43. The current scoped evidence records 9 sources and 9 mentions. Informatica IDMC was not ranked in the immutable Edition 2 Best list and enters Edition 3 at #3. The current scoped evidence records 1 source and 1 mention. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Airbyte at Most affordable AIQ 75, with assistant positions of #1 on ChatGPT, #1 on Claude, and #1 on Perplexity, plus no category rank from Gemini. Airbyte held #1 in Most affordable, while its category-relative AIQ moved from 100 to 75. The current scoped evidence records 3 sources and 3 mentions. The Best leader is Fivetran, so the two results remain separate category-relative answers.
Easiest to set up is led by Coupler.io at Easiest to set up AIQ 59, with assistant positions of #1 on ChatGPT and #4 on Claude, plus no category rank from Gemini and Perplexity. Coupler.io moved from #16 to #1 in Easiest to set up, a 15-place gain, while its category-relative AIQ moved from 4 to 59. The current scoped evidence records 1 source and 1 mention. The Best leader is Fivetran, so the two results remain separate category-relative answers.
Rising is led by Estuary at Rising AIQ 74, with assistant positions of #1 on ChatGPT, #2 on Gemini, #3 on Claude, and #3 on Perplexity. Estuary moved from #20 to #1 in Rising, a 19-place gain, while its category-relative AIQ moved from 3 to 74. The current scoped evidence records 5 sources and 5 mentions. The Best leader is Fivetran, so the two results remain separate category-relative answers.
In Observability & APM, Datadog leads at Best AIQ 95, with assistant positions of #1 on ChatGPT, #1 on Gemini, and #1 on Claude, plus no category rank from Perplexity; the current scoped evidence records 12 sources and 14 mentions. Dynatrace is second at Best AIQ 48, with assistant positions of #2 on ChatGPT, #2 on Gemini, and #2 on Claude, plus no category rank from Perplexity; the current scoped evidence records 11 sources and 12 mentions. New Relic is third at Best AIQ 32, with assistant positions of #3 on ChatGPT, #3 on Gemini, and #3 on Claude, plus no category rank from Perplexity; the current scoped evidence records 11 sources and 14 mentions.
Datadog held #1 in Best, while its category-relative AIQ moved from 98 to 95. The current scoped evidence records 12 sources and 14 mentions. Dynatrace held #2 in Best, while its category-relative AIQ moved from 49 to 48. The current scoped evidence records 11 sources and 12 mentions. New Relic held #3 in Best at unchanged category-relative AIQ 32. The current scoped evidence records 11 sources and 14 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Better Stack at Most affordable AIQ 61, with assistant positions of #1 on ChatGPT, #8 on Gemini, and #6 on Claude, plus no category rank from Perplexity. Better Stack moved from #7 to #1 in Most affordable, a 6-place gain, while its category-relative AIQ moved from 11 to 61. The current scoped evidence records 4 sources and 4 mentions. The Best leader is Datadog, so the two results remain separate category-relative answers.
Easiest to set up is led by New Relic at Easiest to set up AIQ 69, with assistant positions of #1 on ChatGPT, #5 on Gemini, #2 on Claude, and #4 on Perplexity. New Relic moved from #6 to #1 in Easiest to set up, a 5-place gain, while its category-relative AIQ moved from 21 to 69. The current scoped evidence records 14 sources and 18 mentions. The Best leader is Datadog, so the two results remain separate category-relative answers.
Rising is led by Dash0 at Rising AIQ 73, with assistant positions of #1 on ChatGPT, #2 on Gemini, #4 on Claude, and #3 on Perplexity. Dash0 held #1 in Rising, while its category-relative AIQ moved from 83 to 73. The current scoped evidence records 4 sources and 6 mentions. The Best leader is Datadog, so the two results remain separate category-relative answers.
In CI/CD, GitHub Actions leads at Best AIQ 100, with assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity; the current scoped evidence records 10 sources and 13 mentions. GitLab CI/CD is second at Best AIQ 50, with assistant positions of #2 on ChatGPT, #2 on Gemini, #2 on Claude, and #2 on Perplexity; the current scoped evidence records 9 sources and 10 mentions. CircleCI is third at Best AIQ 30, with assistant positions of #3 on ChatGPT, #4 on Gemini, #4 on Claude, and #4 on Perplexity; the current scoped evidence records 12 sources and 14 mentions.
GitHub Actions held #1 in Best at unchanged category-relative AIQ 100. The current scoped evidence records 10 sources and 13 mentions. GitLab CI/CD was not ranked in the immutable Edition 2 Best list and enters Edition 3 at #2. The current scoped evidence records 9 sources and 10 mentions. CircleCI moved from #2 to #3 in Best, a 1-place drop, while its category-relative AIQ moved from 43 to 30. The current scoped evidence records 12 sources and 14 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by GitHub Actions at Most affordable AIQ 74, with assistant positions of #1 on ChatGPT, #2 on Gemini, #4 on Claude, and #2 on Perplexity. GitHub Actions held #1 in Most affordable, while its category-relative AIQ moved from 79 to 74. The current scoped evidence records 16 sources and 17 mentions. It is also the Best leader, so the two results remain separate category-relative answers.
Easiest to set up is led by GitHub Actions at Easiest to set up AIQ 75, with assistant positions of #1 on ChatGPT, #1 on Claude, and #1 on Perplexity, plus no category rank from Gemini. GitHub Actions held #1 in Easiest to set up, while its category-relative AIQ moved from 100 to 75. The current scoped evidence records 7 sources and 7 mentions. It is also the Best leader, so the two results remain separate category-relative answers.
Rising is led by Dagger at Rising AIQ 63, with assistant positions of #1 on ChatGPT and #2 on Claude, plus no category rank from Gemini and Perplexity. Dagger moved from #9 to #1 in Rising, an 8-place gain, while its category-relative AIQ moved from 11 to 63. The current scoped evidence records 1 source and 1 mention. The Best leader is GitHub Actions, so the two results remain separate category-relative answers.
In Feature Flags, LaunchDarkly leads at Best AIQ 100, with assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity; the current scoped evidence records 10 sources and 15 mentions. Statsig is second at Best AIQ 49, with assistant positions of #2 on ChatGPT, #2 on Gemini, #2 on Claude, and #4 on Perplexity; the current scoped evidence records 8 sources and 9 mentions. FlagSmith is third at Best AIQ 23, with assistant positions of #5 on ChatGPT, #6 on Gemini, #3 on Claude, and #2 on Perplexity; the current scoped evidence records 10 sources and 12 mentions.
LaunchDarkly held #1 in Best at unchanged category-relative AIQ 100. The current scoped evidence records 10 sources and 15 mentions. Statsig held #2 in Best, while its category-relative AIQ moved from 48 to 49. The current scoped evidence records 8 sources and 9 mentions. FlagSmith moved from #4 to #3 in Best, a 1-place gain, while its category-relative AIQ moved from 26 to 23. The current scoped evidence records 10 sources and 12 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Statsig at Most affordable AIQ 64, with assistant positions of #1 on ChatGPT, #7 on Gemini, and #1 on Perplexity, plus no category rank from Claude. Statsig moved from #7 to #1 in Most affordable, a 6-place gain, while its category-relative AIQ moved from 23 to 64. The current scoped evidence records 5 sources and 10 mentions. The Best leader is LaunchDarkly, so the two results remain separate category-relative answers.
Easiest to set up is led by DevCycle at Easiest to set up AIQ 61, with assistant positions of #1 on ChatGPT, #5 on Gemini, and #9 on Perplexity, plus no category rank from Claude. DevCycle moved from #10 to #1 in Easiest to set up, a 9-place gain, while its category-relative AIQ moved from 11 to 61. The current scoped evidence records 3 sources and 3 mentions. The Best leader is LaunchDarkly, so the two results remain separate category-relative answers.
Rising is led by DevCycle at Rising AIQ 72, with assistant positions of #1 on ChatGPT, #2 on Gemini, #4 on Claude, and #5 on Perplexity. DevCycle held #1 in Rising, while its category-relative AIQ moved from 90 to 72. The current scoped evidence records 6 sources and 6 mentions. The Best leader is LaunchDarkly, so the two results remain separate category-relative answers.
In Low-Code App Builders, OutSystems leads at Best AIQ 95, with assistant positions of #1 on ChatGPT, #1 on Gemini, and #1 on Claude, plus no category rank from Perplexity; the current scoped evidence records 5 sources and 6 mentions. Mendix is second at Best AIQ 48, with assistant positions of #2 on ChatGPT, #2 on Gemini, and #2 on Claude, plus no category rank from Perplexity; the current scoped evidence records 6 sources and 7 mentions. Appian is third at Best AIQ 27, with assistant positions of #4 on ChatGPT, #3 on Gemini, and #3 on Claude, plus no category rank from Perplexity; the current scoped evidence records 6 sources and 6 mentions.
OutSystems held #1 in Best, while its category-relative AIQ moved from 70 to 95. The current scoped evidence records 5 sources and 6 mentions. Mendix moved from #4 to #2 in Best, a 2-place gain, while its category-relative AIQ moved from 26 to 48. The current scoped evidence records 6 sources and 7 mentions. Appian held #3 in Best, while its category-relative AIQ moved from 33 to 27. The current scoped evidence records 6 sources and 6 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Budibase at Most affordable AIQ 71, with assistant positions of #1 on ChatGPT, #1 on Claude, and #7 on Perplexity, plus no category rank from Gemini. Budibase held #1 in Most affordable, while its category-relative AIQ moved from 69 to 71. The current scoped evidence records 3 sources and 3 mentions. The Best leader is OutSystems, so the two results remain separate category-relative answers.
Easiest to set up is led by Glide at Easiest to set up AIQ 83, with assistant positions of #1 on ChatGPT, #2 on Gemini, and #1 on Claude, plus no category rank from Perplexity. Glide moved from #4 to #1 in Easiest to set up, a 3-place gain, while its category-relative AIQ moved from 30 to 83. The current scoped evidence records 6 sources and 6 mentions. The Best leader is OutSystems, so the two results remain separate category-relative answers.
Rising is led by FlutterFlow at Rising AIQ 56, with assistant positions of #1 on ChatGPT and #6 on Perplexity, plus no category rank from Gemini and Claude. FlutterFlow moved from #2 to #1 in Rising, a 1-place gain, while its category-relative AIQ moved from 28 to 56. The current scoped evidence records 5 sources and 5 mentions. The Best leader is OutSystems, so the two results remain separate category-relative answers.
In Cloud Hosting (PaaS), Render leads at Best AIQ 68, with assistant positions of #1 on ChatGPT, #3 on Gemini, #6 on Claude, and #3 on Perplexity; the current scoped evidence records 4 sources and 5 mentions. Heroku is second at Best AIQ 44, with assistant positions of #2 on ChatGPT, #1 on Claude, and #4 on Perplexity, plus no category rank from Gemini; the current scoped evidence records 11 sources and 12 mentions. Microsoft Azure is third at Best AIQ 30, with assistant positions of #1 on Gemini and #1 on Perplexity, plus no category rank from ChatGPT and Claude; the current scoped evidence records 5 sources and 5 mentions.
Render moved from #3 to #1 in Best, a 2-place gain, while its category-relative AIQ moved from 30 to 68. The current scoped evidence records 4 sources and 5 mentions. Heroku moved from #4 to #2 in Best, a 2-place gain, while its category-relative AIQ moved from 28 to 44. The current scoped evidence records 11 sources and 12 mentions. Microsoft Azure moved from #5 to #3 in Best, a 2-place gain, while its category-relative AIQ moved from 28 to 30. The current scoped evidence records 5 sources and 5 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Cloudflare Pages at Most affordable AIQ 63, with assistant positions of #1 on ChatGPT and #2 on Claude, plus no category rank from Gemini and Perplexity. Cloudflare Pages was not ranked in the immutable Edition 2 Most affordable list and enters Edition 3 at #1. The current scoped evidence records 2 sources and 3 mentions. The Best leader is Render, so the two results remain separate category-relative answers.
Easiest to set up is led by Heroku at Easiest to set up AIQ 96, with assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #5 on Perplexity. Heroku moved from #6 to #1 in Easiest to set up, a 5-place gain, while its category-relative AIQ moved from 19 to 96. The current scoped evidence records 13 sources and 17 mentions. The Best leader is Render, so the two results remain separate category-relative answers.
Rising is led by Firebase App Hosting at Rising AIQ 55, with assistant positions of #1 on ChatGPT, plus no category rank from Gemini, Claude, and Perplexity. Firebase App Hosting moved from #8 to #1 in Rising, a 7-place gain, while its category-relative AIQ moved from 11 to 55. The current scoped evidence records 1 source and 1 mention. The Best leader is Render, so the two results remain separate category-relative answers.
In Product Management, Aha! leads at Best AIQ 85, with assistant positions of #1 on ChatGPT, #2 on Gemini, #1 on Claude, and #2 on Perplexity; the current scoped evidence records 2 sources and 2 mentions. Productboard is second at Best AIQ 65, with assistant positions of #2 on ChatGPT, #1 on Gemini, #2 on Claude, and #1 on Perplexity; the current scoped evidence records 9 sources and 10 mentions. Jira Product Discovery is third at Best AIQ 25, with assistant positions of #3 on ChatGPT, #3 on Claude, and #3 on Perplexity, plus no category rank from Gemini; the current scoped evidence records 2 sources and 3 mentions.
Aha! held #1 in Best, while its category-relative AIQ moved from 75 to 85. The current scoped evidence records 2 sources and 2 mentions. Productboard held #2 in Best, while its category-relative AIQ moved from 73 to 65. The current scoped evidence records 9 sources and 10 mentions. Jira Product Discovery moved from #4 to #3 in Best, a 1-place gain, while its category-relative AIQ moved from 21 to 25. The current scoped evidence records 2 sources and 3 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Jira Product Discovery at Most affordable AIQ 56, with assistant positions of #1 on ChatGPT and #7 on Perplexity, plus no category rank from Gemini and Claude. Jira Product Discovery held #1 in Most affordable, while its category-relative AIQ moved from 55 to 56. The current scoped evidence records 2 sources and 2 mentions. The Best leader is Aha!, so the two results remain separate category-relative answers.
Easiest to set up is led by Productroad at Easiest to set up AIQ 55, with assistant positions of #1 on ChatGPT, plus no category rank from Gemini, Claude, and Perplexity. Productroad was not ranked in the immutable Edition 2 Easiest to set up list and enters Edition 3 at #1. The current scoped evidence records 1 source and 1 mention. The Best leader is Aha!, so the two results remain separate category-relative answers.
Rising is led by Productboard at Rising AIQ 60, with assistant positions of #1 on ChatGPT and #1 on Perplexity, plus no category rank from Gemini and Claude. Productboard moved from #9 to #1 in Rising, an 8-place gain, while its category-relative AIQ moved from 8 to 60. The current scoped evidence records 7 sources and 8 mentions. The Best leader is Aha!, so the two results remain separate category-relative answers.
In API Platforms, Postman leads at Best AIQ 90, with assistant positions of #1 on ChatGPT, #1 on Gemini, #3 on Claude, and #1 on Perplexity; the current scoped evidence records 9 sources and 14 mentions. Kong Konnect is second at Best AIQ 29, with assistant positions of #2 on ChatGPT and #3 on Perplexity, plus no category rank from Gemini and Claude; the current scoped evidence records 3 sources and 3 mentions. AWS API Gateway is third at Best AIQ 21, with assistant positions of #4 on ChatGPT, #4 on Gemini, and #5 on Perplexity, plus no category rank from Claude; the current scoped evidence records 6 sources and 8 mentions.
Postman held #1 in Best, while its category-relative AIQ moved from 68 to 90. The current scoped evidence records 9 sources and 14 mentions. Kong Konnect moved from #3 to #2 in Best, a 1-place gain, while its category-relative AIQ moved from 28 to 29. The current scoped evidence records 3 sources and 3 mentions. AWS API Gateway moved from #13 to #3 in Best, a 10-place gain, while its category-relative AIQ moved from 5 to 21. The current scoped evidence records 6 sources and 8 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Zuplo at Most affordable AIQ 64, with assistant positions of #1 on ChatGPT, #4 on Gemini, and #5 on Claude, plus no category rank from Perplexity. Zuplo held #1 in Most affordable, while its category-relative AIQ moved from 59 to 64. The current scoped evidence records 3 sources and 6 mentions. The Best leader is Postman, so the two results remain separate category-relative answers.
Easiest to set up is led by Postman at Easiest to set up AIQ 75, with assistant positions of #1 on ChatGPT, #1 on Claude, and #1 on Perplexity, plus no category rank from Gemini. Postman moved from #2 to #1 in Easiest to set up, a 1-place gain, while its category-relative AIQ moved from 32 to 75. The current scoped evidence records 8 sources and 9 mentions. It is also the Best leader, so the two results remain separate category-relative answers.
Rising is led by Zuplo at Rising AIQ 75, with assistant positions of #1 on ChatGPT, #1 on Claude, and #1 on Perplexity, plus no category rank from Gemini. Zuplo held #1 in Rising, while its category-relative AIQ moved from 70 to 75. The current scoped evidence records 1 source and 2 mentions. The Best leader is Postman, so the two results remain separate category-relative answers.
In Database as a Service, Amazon RDS leads at Best AIQ 88, with assistant positions of #1 on ChatGPT, #1 on Gemini, and #2 on Claude, plus no category rank from Perplexity; the current scoped evidence records 4 sources and 6 mentions. Azure SQL Database is second at Best AIQ 41, with assistant positions of #2 on ChatGPT, #3 on Gemini, and #3 on Claude, plus no category rank from Perplexity; the current scoped evidence records 4 sources and 6 mentions. MongoDB Atlas is third at Best AIQ 36, with assistant positions of #3 on ChatGPT, #2 on Gemini, #5 on Claude, and #2 on Perplexity; the current scoped evidence records 3 sources and 8 mentions.
Amazon RDS held #1 in Best, while its category-relative AIQ moved from 70 to 88. The current scoped evidence records 4 sources and 6 mentions. Azure SQL Database moved from #3 to #2 in Best, a 1-place gain, while its category-relative AIQ moved from 28 to 41. The current scoped evidence records 4 sources and 6 mentions. MongoDB Atlas moved from #2 to #3 in Best, a 1-place drop, while its category-relative AIQ moved from 52 to 36. The current scoped evidence records 3 sources and 8 mentions. These evidence counts describe the verified footprint beside the ranking; they are not used here to explain rank.
Most affordable is led by Neon at Most affordable AIQ 64, with assistant positions of #1 on ChatGPT, #2 on Claude, and #3 on Perplexity, plus no category rank from Gemini. Neon moved from #2 to #1 in Most affordable, a 1-place gain, while its category-relative AIQ moved from 36 to 64. The current scoped evidence records 1 source and 2 mentions. The Best leader is Amazon RDS, so the two results remain separate category-relative answers.
Easiest to set up is led by Heroku Postgres at Easiest to set up AIQ 65, with assistant positions of #1 on ChatGPT, #3 on Gemini, and #9 on Claude, plus no category rank from Perplexity. Heroku Postgres moved from #2 to #1 in Easiest to set up, a 1-place gain, while its category-relative AIQ moved from 55 to 65. The current scoped evidence records 4 sources and 4 mentions. The Best leader is Amazon RDS, so the two results remain separate category-relative answers.
Rising is led by Neon at Rising AIQ 100, with assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Neon held #1 in Rising, while its category-relative AIQ moved from 88 to 100. The current scoped evidence records 1 source and 1 mention. The Best leader is Amazon RDS, so the two results remain separate category-relative answers.
Edition 3 also makes the alternatives visible rather than compressing them into a composite: 5 Most affordable leaders, 8 Easiest to set up leaders, and 5 Rising leaders differ from Edition 2. Those movements belong to their own questions and do not override the Best table.
The immutable Edition 3 Engineering archive preserves all four direct rankings and the source view after the next edition becomes current.
Qlik Sense
Metabase at Most affordable AIQ 73, with assistant positions of #1 on ChatGPT, #1 on Claude, and #2 on Perplexity, plus no category rank from Gemini. 
Fivetran
Informatica
FlagSmith
DevCycle at Easiest to set up AIQ 61, with assistant positions of #1 on ChatGPT, #5 on Gemini, and #9 on Perplexity, plus no category rank from Claude. 
Appian
Render
Aha!
Productroad at Easiest to set up AIQ 55, with assistant positions of #1 on ChatGPT, plus no category rank from Gemini, Claude, and Perplexity. 
AWS API Gateway
Zuplo at Most affordable AIQ 64, with assistant positions of #1 on ChatGPT, #4 on Gemini, and #5 on Claude, plus no category rank from Perplexity. 
Neon at Most affordable AIQ 64, with assistant positions of #1 on ChatGPT, #2 on Claude, and #3 on Perplexity, plus no category rank from Gemini.