A category-by-category reading of all ten Edition 4 Engineering markets, with Best Top 3 tables and separate Most Affordable, Easiest to Set Up, and Rising analysis.
The Edition 4 Engineering Reading
This report covers all ten category-relative markets in Cooper's Edition 4 Engineering software hub. The July 27–August 2, 2026 measurement records how ChatGPT, Gemini, Claude, and Perplexity answer four separate questions: Best, Most Affordable, Easiest to Set Up, and Rising.
The hub contains 148 unique Best-ranked products, 1,177 cited pages from 612 source domains, and 4,237 Mentions across all four direct questions. Hub totals deduplicate products and evidence shared across categories, so they do not need to equal the sum of the ten category mastheads.
Best leadership changed in 4 of ten categories. Most Affordable changed in 6, Easiest to Set Up in 6, and Rising in 4. The different rates show why each answer needs its own ranking: movement in a price, setup, or emerging-product question does not alter Best.
How to Read This Report
Each category begins with one Best Top 3 table, then compares its result with the leaders in Most Affordable, Easiest to Set Up, and Rising. AIQ is a 1–100 category-relative recommendation-strength score within one question. Compare a product only inside the same category and direct scope; raw AIQ values from unrelated markets are not comparable.
The assistant positions show where a product ranked in that exact scope. A missing position means no category rank from that assistant in the measurement, not a rejection. Sources count distinct publisher domains and Mentions count verified product-page links, both accumulated across the week's four public questions. They describe the evidence footprint and do not cause rank.
In Business Intelligence, Qlik Sense leads at Best AIQ 73. It has assistant positions of #2 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 21 Sources and 22 Mentions. Microsoft Power BI is second at Best AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 32 Sources and 35 Mentions. ThoughtSpot is third at Best AIQ 33. It has assistant positions of #4 on ChatGPT, #2 on Gemini, #3 on Claude, and #3 on Perplexity. Its weekly evidence footprint across the four public questions contains 20 Sources and 26 Mentions.
Qlik Sense moves from #2 to #1 in Best, a 1-place gain, while category-relative AIQ moves from 45 to 73. Its weekly evidence footprint across the four public questions contains 21 Sources and 22 Mentions. Microsoft Power BI moves from #1 to #2 in Best, a 1-place drop, while category-relative AIQ moves from 55 to 55. Its weekly evidence footprint across the four public questions contains 32 Sources and 35 Mentions. ThoughtSpot moves from #4 to #3 in Best, a 1-place gain, while category-relative AIQ moves from 28 to 33. Its weekly evidence footprint across the four public questions contains 20 Sources and 26 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Metabase at category-relative AIQ 89. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #2 on Claude, and #3 on Perplexity. Metabase holds #1 in Most Affordable, while category-relative AIQ moves from 73 to 89. Its weekly evidence footprint across the four public questions contains 30 Sources and 34 Mentions. Best is led by Qlik Sense; the two results answer separate questions.
Easiest to Set Up is led by Metabase at category-relative AIQ 73. It has assistant positions of #1 on ChatGPT, #5 on Gemini, #2 on Claude, and #1 on Perplexity. Metabase holds #1 in Easiest to Set Up, while category-relative AIQ moves from 76 to 73. Its weekly evidence footprint across the four public questions contains 30 Sources and 34 Mentions. Best is led by Qlik Sense; the two results answer separate questions.
Rising is led by Omni at Rising AIQ 97. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #3 on Perplexity. Omni holds #1 in Rising, while Rising AIQ moves from 73 to 97. Its weekly evidence footprint across the four public questions contains 1 Source and 3 Mentions. Best is led by Qlik Sense; the two results answer separate questions.
In Data Integration (ETL), Fivetran leads at Best AIQ 75. It has assistant positions of #1 on ChatGPT, #1 on Claude, and #1 on Perplexity, with no category rank from Gemini in this scope. Its weekly evidence footprint across the four public questions contains 25 Sources and 31 Mentions. Qlik Talend Cloud is second at Best AIQ 30. It has assistant positions of #2 on ChatGPT and #6 on Claude, with no category rank from Gemini and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 3 Sources and 4 Mentions. Airbyte is third at Best AIQ 20. It has assistant positions of #4 on ChatGPT, #3 on Claude, and #5 on Perplexity, with no category rank from Gemini in this scope. Its weekly evidence footprint across the four public questions contains 20 Sources and 25 Mentions.
Fivetran holds #1 in Best, while category-relative AIQ moves from 74 to 75. Its weekly evidence footprint across the four public questions contains 25 Sources and 31 Mentions. Qlik Talend Cloud moves from #4 to #2 in Best, a 2-place gain, while category-relative AIQ moves from 18 to 30. Its weekly evidence footprint across the four public questions contains 3 Sources and 4 Mentions. Airbyte moves from #7 to #3 in Best, a 4-place gain, while category-relative AIQ moves from 14 to 20. Its weekly evidence footprint across the four public questions contains 20 Sources and 25 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Meltano at category-relative AIQ 71. It has assistant positions of #1 on ChatGPT, #3 on Gemini, and #2 on Claude, with no category rank from Perplexity in this scope. Meltano moves from #2 to #1 in Most Affordable, a 1-place gain, while category-relative AIQ moves from 41 to 71. Its weekly evidence footprint across the four public questions contains 6 Sources and 7 Mentions. Best is led by Fivetran; the two results answer separate questions.
Easiest to Set Up is led by Fivetran at category-relative AIQ 77. It has assistant positions of #1 on ChatGPT, #6 on Gemini, #1 on Claude, and #2 on Perplexity. Fivetran moves from #6 to #1 in Easiest to Set Up, a 5-place gain, while category-relative AIQ moves from 19 to 77. Its weekly evidence footprint across the four public questions contains 25 Sources and 31 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Rising is led by Snowflake Openflow at Rising AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Snowflake Openflow had no category rank in Edition 3 for Rising and enters Edition 4 at #1, with Rising AIQ 55. Its weekly evidence footprint across the four public questions contains 1 Source and 1 Mention. Best is led by Fivetran; the two results answer separate questions.
In Observability & APM, Datadog leads at Best AIQ 88. It has assistant positions of #1 on ChatGPT, #2 on Gemini, #1 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 39 Sources and 68 Mentions. Dynatrace is second at Best AIQ 62. It has assistant positions of #2 on ChatGPT, #1 on Gemini, #2 on Claude, and #3 on Perplexity. Its weekly evidence footprint across the four public questions contains 29 Sources and 50 Mentions. New Relic is third at Best AIQ 34. It has assistant positions of #3 on ChatGPT, #3 on Gemini, #3 on Claude, and #2 on Perplexity. Its weekly evidence footprint across the four public questions contains 34 Sources and 53 Mentions.
Datadog holds #1 in Best, while category-relative AIQ moves from 95 to 88. Its weekly evidence footprint across the four public questions contains 39 Sources and 68 Mentions. Dynatrace holds #2 in Best, while category-relative AIQ moves from 48 to 62. Its weekly evidence footprint across the four public questions contains 29 Sources and 50 Mentions. New Relic holds #3 in Best, while category-relative AIQ moves from 32 to 34. Its weekly evidence footprint across the four public questions contains 34 Sources and 53 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by OneUptime at category-relative AIQ 57. It has assistant positions of #1 on ChatGPT and #8 on Claude, with no category rank from Gemini and Perplexity in this scope. OneUptime had no category rank in Edition 3 for Most Affordable and enters Edition 4 at #1, with category-relative AIQ 57. Its weekly evidence footprint across the four public questions contains 1 Source and 2 Mentions. Best is led by Datadog; the two results answer separate questions.
Easiest to Set Up is led by Better Stack at category-relative AIQ 59. It has assistant positions of #4 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Better Stack moves from #2 to #1 in Easiest to Set Up, a 1-place gain, while category-relative AIQ moves from 44 to 59. Its weekly evidence footprint across the four public questions contains 8 Sources and 12 Mentions. Best is led by Datadog; the two results answer separate questions.
Rising is led by Dash0 at Rising AIQ 56. It has assistant positions of #1 on ChatGPT and #6 on Perplexity, with no category rank from Gemini and Claude in this scope. Dash0 holds #1 in Rising, while Rising AIQ moves from 73 to 56. Its weekly evidence footprint across the four public questions contains 6 Sources and 6 Mentions. Best is led by Datadog; the two results answer separate questions.
In CI/CD, GitHub Actions leads at Best AIQ 93. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #2 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 39 Sources and 53 Mentions. GitLab CI/CD is second at Best AIQ 43. It has assistant positions of #2 on ChatGPT, #3 on Gemini, #3 on Claude, and #2 on Perplexity. Its weekly evidence footprint across the four public questions contains 26 Sources and 33 Mentions. CircleCI is third at Best AIQ 30. It has assistant positions of #3 on ChatGPT, #4 on Gemini, #4 on Claude, and #4 on Perplexity. Its weekly evidence footprint across the four public questions contains 34 Sources and 45 Mentions.
GitHub Actions holds #1 in Best, while category-relative AIQ moves from 100 to 93. Its weekly evidence footprint across the four public questions contains 39 Sources and 53 Mentions. GitLab CI/CD holds #2 in Best, while category-relative AIQ moves from 50 to 43. Its weekly evidence footprint across the four public questions contains 26 Sources and 33 Mentions. CircleCI holds #3 in Best, with category-relative AIQ unchanged at 30. Its weekly evidence footprint across the four public questions contains 34 Sources and 45 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by GitHub Actions at category-relative AIQ 76. It has assistant positions of #1 on ChatGPT, #3 on Gemini, #2 on Claude, and #1 on Perplexity. GitHub Actions holds #1 in Most Affordable, while category-relative AIQ moves from 74 to 76. Its weekly evidence footprint across the four public questions contains 39 Sources and 53 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Easiest to Set Up is led by GitHub Actions at category-relative AIQ 81. It has assistant positions of #1 on ChatGPT, #4 on Gemini, #1 on Claude, and #1 on Perplexity. GitHub Actions holds #1 in Easiest to Set Up, while category-relative AIQ moves from 75 to 81. Its weekly evidence footprint across the four public questions contains 39 Sources and 53 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Rising is led by Depot CI at Rising AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Depot CI had no category rank in Edition 3 for Rising and enters Edition 4 at #1, with Rising AIQ 55. Its weekly evidence footprint across the four public questions contains 1 Source and 2 Mentions. Best is led by GitHub Actions; the two results answer separate questions.
In Feature Flags, LaunchDarkly leads at Best AIQ 100. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 22 Sources and 46 Mentions. Statsig is second at Best AIQ 46. It has assistant positions of #2 on ChatGPT, #3 on Gemini, #2 on Claude, and #2 on Perplexity. Its weekly evidence footprint across the four public questions contains 15 Sources and 25 Mentions. Harness Feature Management & Experimentation is third at Best AIQ 31. It has assistant positions of #3 on ChatGPT and #2 on Gemini, with no category rank from Claude and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 2 Sources and 4 Mentions.
LaunchDarkly holds #1 in Best, with category-relative AIQ unchanged at 100. Its weekly evidence footprint across the four public questions contains 22 Sources and 46 Mentions. Statsig holds #2 in Best, while category-relative AIQ moves from 49 to 46. Its weekly evidence footprint across the four public questions contains 15 Sources and 25 Mentions. Harness Feature Management & Experimentation had no category rank in Edition 3 for Best and enters Edition 4 at #3, with category-relative AIQ 31. Its weekly evidence footprint across the four public questions contains 2 Sources and 4 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by GrowthBook at category-relative AIQ 73. It has assistant positions of #1 on ChatGPT, #3 on Gemini, #2 on Claude, and #2 on Perplexity. GrowthBook moves from #2 to #1 in Most Affordable, a 1-place gain, while category-relative AIQ moves from 46 to 73. Its weekly evidence footprint across the four public questions contains 17 Sources and 23 Mentions. Best is led by LaunchDarkly; the two results answer separate questions.
Easiest to Set Up is led by LaunchDarkly at category-relative AIQ 58. It has assistant positions of #1 on ChatGPT, #10 on Claude, and #3 on Perplexity, with no category rank from Gemini in this scope. LaunchDarkly moves from #3 to #1 in Easiest to Set Up, a 2-place gain, while category-relative AIQ moves from 38 to 58. Its weekly evidence footprint across the four public questions contains 22 Sources and 46 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Rising is led by DevCycle at Rising AIQ 75. It has assistant positions of #1 on ChatGPT, #2 on Gemini, #3 on Claude, and #2 on Perplexity. DevCycle holds #1 in Rising, while Rising AIQ moves from 72 to 75. Its weekly evidence footprint across the four public questions contains 9 Sources and 10 Mentions. Best is led by LaunchDarkly; the two results answer separate questions.
In Low-Code App Builders, OutSystems leads at Best AIQ 70. It has assistant positions of #2 on ChatGPT, #1 on Gemini, #1 on Claude, and #2 on Perplexity. Its weekly evidence footprint across the four public questions contains 17 Sources and 19 Mentions. Microsoft Power Apps is second at Best AIQ 70. It has assistant positions of #1 on ChatGPT, #3 on Gemini, #3 on Claude, and #4 on Perplexity. Its weekly evidence footprint across the four public questions contains 11 Sources and 19 Mentions. Mendix is third at Best AIQ 40. It has assistant positions of #3 on ChatGPT, #2 on Gemini, #2 on Claude, and #3 on Perplexity. Its weekly evidence footprint across the four public questions contains 18 Sources and 20 Mentions.
OutSystems holds #1 in Best, while category-relative AIQ moves from 95 to 70. Its weekly evidence footprint across the four public questions contains 17 Sources and 19 Mentions. Microsoft Power Apps moves from #4 to #2 in Best, a 2-place gain, while category-relative AIQ moves from 18 to 70. Its weekly evidence footprint across the four public questions contains 11 Sources and 19 Mentions. Mendix moves from #2 to #3 in Best, a 1-place drop, while category-relative AIQ moves from 48 to 40. Its weekly evidence footprint across the four public questions contains 18 Sources and 20 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Appsmith at category-relative AIQ 73. It has assistant positions of #1 on ChatGPT, #3 on Gemini, #2 on Claude, and #2 on Perplexity. Appsmith moves from #3 to #1 in Most Affordable, a 2-place gain, while category-relative AIQ moves from 35 to 73. Its weekly evidence footprint across the four public questions contains 11 Sources and 13 Mentions. Best is led by OutSystems; the two results answer separate questions.
Easiest to Set Up is led by Softr at category-relative AIQ 89. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #2 on Claude, and #3 on Perplexity. Softr moves from #2 to #1 in Easiest to Set Up, a 1-place gain, while category-relative AIQ moves from 62 to 89. Its weekly evidence footprint across the four public questions contains 10 Sources and 17 Mentions. Best is led by OutSystems; the two results answer separate questions.
Rising is led by FlutterFlow at Rising AIQ 58. It has assistant positions of #1 on ChatGPT and #2 on Perplexity, with no category rank from Gemini and Claude in this scope. FlutterFlow holds #1 in Rising, while Rising AIQ moves from 56 to 58. Its weekly evidence footprint across the four public questions contains 12 Sources and 16 Mentions. Best is led by OutSystems; the two results answer separate questions.
In Cloud Hosting (PaaS), Google Cloud Run leads at Best AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 10 Sources and 15 Mentions. Heroku is second at Best AIQ 40. It has assistant positions of #5 on ChatGPT, #2 on Gemini, #1 on Claude, and #4 on Perplexity. Its weekly evidence footprint across the four public questions contains 38 Sources and 69 Mentions. Azure App Service is third at Best AIQ 33. It has assistant positions of #2 on ChatGPT and #3 on Claude, with no category rank from Gemini and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 9 Sources and 13 Mentions.
Google Cloud Run moves from #6 to #1 in Best, a 5-place gain, while category-relative AIQ moves from 15 to 55. Its weekly evidence footprint across the four public questions contains 10 Sources and 15 Mentions. Heroku holds #2 in Best, while category-relative AIQ moves from 44 to 40. Its weekly evidence footprint across the four public questions contains 38 Sources and 69 Mentions. Azure App Service moves from #10 to #3 in Best, a 7-place gain, while category-relative AIQ moves from 9 to 33. Its weekly evidence footprint across the four public questions contains 9 Sources and 13 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Google Cloud Run at category-relative AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Google Cloud Run had no category rank in Edition 3 for Most Affordable and enters Edition 4 at #1, with category-relative AIQ 55. Its weekly evidence footprint across the four public questions contains 10 Sources and 15 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Easiest to Set Up is led by Vercel at category-relative AIQ 85. It has assistant positions of #1 on ChatGPT, #2 on Gemini, #1 on Claude, and #2 on Perplexity. Vercel moves from #3 to #1 in Easiest to Set Up, a 2-place gain, while category-relative AIQ moves from 30 to 85. Its weekly evidence footprint across the four public questions contains 35 Sources and 63 Mentions. Best is led by Google Cloud Run; the two results answer separate questions.
Rising is led by Railway at Rising AIQ 73. It has assistant positions of #1 on ChatGPT, #2 on Gemini, and #1 on Perplexity, with no category rank from Claude in this scope. Railway moves from #6 to #1 in Rising, a 5-place gain, while Rising AIQ moves from 15 to 73. Its weekly evidence footprint across the four public questions contains 27 Sources and 50 Mentions. Best is led by Google Cloud Run; the two results answer separate questions.
In Product Management, Productboard leads at Best AIQ 90. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #3 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 34 Sources and 43 Mentions. Jira Product Discovery is second at Best AIQ 47. It has assistant positions of #3 on ChatGPT, #2 on Gemini, #1 on Claude, and #3 on Perplexity. Its weekly evidence footprint across the four public questions contains 13 Sources and 16 Mentions. Aha! Roadmaps is third at Best AIQ 28. It has assistant positions of #2 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 12 Sources and 13 Mentions.
Productboard moves from #2 to #1 in Best, a 1-place gain, while category-relative AIQ moves from 65 to 90. Its weekly evidence footprint across the four public questions contains 34 Sources and 43 Mentions. Jira Product Discovery moves from #3 to #2 in Best, a 1-place gain, while category-relative AIQ moves from 25 to 47. Its weekly evidence footprint across the four public questions contains 13 Sources and 16 Mentions. Aha! Roadmaps had no category rank in Edition 3 for Best and enters Edition 4 at #3, with category-relative AIQ 28. Its weekly evidence footprint across the four public questions contains 12 Sources and 13 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Jira Product Discovery at category-relative AIQ 60. It has assistant positions of #1 on ChatGPT, #6 on Gemini, and #6 on Perplexity, with no category rank from Claude in this scope. Jira Product Discovery holds #1 in Most Affordable, while category-relative AIQ moves from 56 to 60. Its weekly evidence footprint across the four public questions contains 13 Sources and 16 Mentions. Best is led by Productboard; the two results answer separate questions.
Easiest to Set Up is led by Productroad at category-relative AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Productroad holds #1 in Easiest to Set Up, with category-relative AIQ unchanged at 55. Its weekly evidence footprint across the four public questions contains 1 Source and 2 Mentions. Best is led by Productboard; the two results answer separate questions.
Rising is led by Vistaly at Rising AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. Vistaly moves from #5 to #1 in Rising, a 4-place gain, while Rising AIQ moves from 14 to 55. Its weekly evidence footprint across the four public questions contains 1 Source and 2 Mentions. Best is led by Productboard; the two results answer separate questions.
In API Platforms, Postman leads at Best AIQ 67. It has assistant positions of #1 on ChatGPT, #5 on Gemini, #8 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 23 Sources and 30 Mentions. Kong Konnect is second at Best AIQ 30. It has assistant positions of #2 on ChatGPT and #2 on Perplexity, with no category rank from Gemini and Claude in this scope. Its weekly evidence footprint across the four public questions contains 13 Sources and 15 Mentions. Microsoft Azure API Management is third at Best AIQ 25. It has assistant positions of #1 on Gemini, with no category rank from ChatGPT, Claude, and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 9 Sources and 10 Mentions.
Postman holds #1 in Best, while category-relative AIQ moves from 90 to 67. Its weekly evidence footprint across the four public questions contains 23 Sources and 30 Mentions. Kong Konnect holds #2 in Best, while category-relative AIQ moves from 29 to 30. Its weekly evidence footprint across the four public questions contains 13 Sources and 15 Mentions. Microsoft Azure API Management moves from #8 to #3 in Best, a 5-place gain, while category-relative AIQ moves from 13 to 25. Its weekly evidence footprint across the four public questions contains 9 Sources and 10 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by WSO2 API Manager at category-relative AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. WSO2 API Manager moves from #15 to #1 in Most Affordable, a 14-place gain, while category-relative AIQ moves from 5 to 55. Its weekly evidence footprint across the four public questions contains 8 Sources and 8 Mentions. Best is led by Postman; the two results answer separate questions.
Easiest to Set Up is led by Postman at category-relative AIQ 63. It has assistant positions of #1 on ChatGPT, #7 on Gemini, #9 on Claude, and #2 on Perplexity. Postman holds #1 in Easiest to Set Up, while category-relative AIQ moves from 75 to 63. Its weekly evidence footprint across the four public questions contains 23 Sources and 30 Mentions. The same product also leads Best, but these remain separate answers to separate questions.
Rising is led by Zuplo at Rising AIQ 100. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Zuplo holds #1 in Rising, while Rising AIQ moves from 75 to 100. Its weekly evidence footprint across the four public questions contains 4 Sources and 7 Mentions. Best is led by Postman; the two results answer separate questions.
In Database as a Service, Amazon Aurora leads at Best AIQ 63. It has assistant positions of #1 on ChatGPT and #2 on Claude, with no category rank from Gemini and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 12 Sources and 16 Mentions. Amazon RDS is second at Best AIQ 43. It has assistant positions of #2 on ChatGPT and #1 on Claude, with no category rank from Gemini and Perplexity in this scope. Its weekly evidence footprint across the four public questions contains 12 Sources and 19 Mentions. MongoDB Atlas is third at Best AIQ 40. It has assistant positions of #3 on ChatGPT, #2 on Gemini, #4 on Claude, and #1 on Perplexity. Its weekly evidence footprint across the four public questions contains 13 Sources and 19 Mentions.
Amazon Aurora moves from #5 to #1 in Best, a 4-place gain, while category-relative AIQ moves from 20 to 63. Its weekly evidence footprint across the four public questions contains 12 Sources and 16 Mentions. Amazon RDS moves from #1 to #2 in Best, a 1-place drop, while category-relative AIQ moves from 88 to 43. Its weekly evidence footprint across the four public questions contains 12 Sources and 19 Mentions. MongoDB Atlas holds #3 in Best, while category-relative AIQ moves from 36 to 40. Its weekly evidence footprint across the four public questions contains 13 Sources and 19 Mentions. These evidence totals are reported beside the ranking and are not used here to explain movement.
Most Affordable is led by Neon at category-relative AIQ 64. It has assistant positions of #1 on ChatGPT, #2 on Claude, and #5 on Perplexity, with no category rank from Gemini in this scope. Neon holds #1 in Most Affordable, with category-relative AIQ unchanged at 64. Its weekly evidence footprint across the four public questions contains 1 Source and 3 Mentions. Best is led by Amazon Aurora; the two results answer separate questions.
Easiest to Set Up is led by Supabase at category-relative AIQ 95. It has assistant positions of #1 on ChatGPT, #1 on Gemini, and #1 on Claude, with no category rank from Perplexity in this scope. Supabase moves from #3 to #1 in Easiest to Set Up, a 2-place gain, while category-relative AIQ moves from 33 to 95. Its weekly evidence footprint across the four public questions contains 15 Sources and 19 Mentions. Best is led by Amazon Aurora; the two results answer separate questions.
Rising is led by Neon at Rising AIQ 100. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. Neon holds #1 in Rising, with Rising AIQ unchanged at 100. Its weekly evidence footprint across the four public questions contains 1 Source and 3 Mentions. Best is led by Amazon Aurora; the two results answer separate questions.
Edition 4 records 6 changed Most Affordable leaders, 6 changed Easiest to Set Up leaders, and 4 changed Rising leaders across this hub. Those movements belong to their own questions and do not override the Best tables.
Qlik Sense
Metabase at category-relative AIQ 89. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #2 on Claude, and #3 on Perplexity. 
Fivetran
Snowflake Openflow at Rising AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. 
Harness Feature Management & Experimentation
GrowthBook at category-relative AIQ 73. It has assistant positions of #1 on ChatGPT, #3 on Gemini, #2 on Claude, and #2 on Perplexity. 
DevCycle at Rising AIQ 75. It has assistant positions of #1 on ChatGPT, #2 on Gemini, #3 on Claude, and #2 on Perplexity. 
Aha! Roadmaps
Productroad at category-relative AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. 
WSO2 API Manager at category-relative AIQ 55. It has assistant positions of #1 on ChatGPT, with no category rank from Gemini, Claude, and Perplexity in this scope. 
Zuplo at Rising AIQ 100. It has assistant positions of #1 on ChatGPT, #1 on Gemini, #1 on Claude, and #1 on Perplexity. 
Amazon Aurora
Neon at category-relative AIQ 64. It has assistant positions of #1 on ChatGPT, #2 on Claude, and #5 on Perplexity, with no category rank from Gemini in this scope.