Engineering Software Changes Half Its Best Leaders This Week
Five Engineering Best leaders change, the highest count of any hub, while six categories stop short of a complete four-way split.
Engineering covers ten categories in this week's edition. Engineering rankings are shaped by ecosystems as much as products. The category results show where broad platform confidence holds and where teams are more likely to choose around workflow, setup, or current momentum.
Across the hub, 156 products rank in Best, while the ten category mastheads total 1,305 Sources and 4,657 Mentions. 5 Best leaders change week over week, and 4 categories return four distinct leaders across the direct questions.
How to Read This Report
Each table shows the current Best Top 3. The analysis keeps Most Affordable, Easiest to Set Up, and Rising separate. AIQ is category-relative, so compare products inside the same category and question. Sources count distinct cited pages; Mentions count verified product-page mentions.
In Business Intelligence, Microsoft Power BI leads at Best AIQ 60. Its assistant positions are ChatGPT #1 and Perplexity #1. It has no category rank from Gemini and Claude in this ranking. It records 31 Sources and 39 Mentions in the current category evidence. Looker is second at Best AIQ 47. Its assistant positions are ChatGPT #3, Gemini #2, Claude #1, and Perplexity #5. It records 51 Sources and 68 Mentions in the current category evidence. Qlik Sense is third at Best AIQ 34. Its assistant positions are Gemini #1, Claude #2, and Perplexity #3. It has no category rank from ChatGPT in this ranking. It records 19 Sources and 25 Mentions in the current category evidence.
The category contains 12 Best-ranked products, 174 Sources and 499 Mentions across all four direct questions. Microsoft Power BI moves up 1 place to #1. A 26-point lead over third keeps the podium competitive, but the 2-assistant footprint matters as much as the headline score. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Metabase at Most Affordable AIQ 75. Its assistant positions are ChatGPT #1, Gemini #2, Claude #3, and Perplexity #2. Its current category evidence records 30 Sources and 42 Mentions. Metabase holds #1. Easiest to Set Up is led by Rill at Easiest to Set Up AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 1 Source and 2 Mentions. Rill is new to the ranking at #1. Rising is led by Omni at Rising AIQ 83. Its assistant positions are ChatGPT #1, Gemini #2, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 1 Source and 4 Mentions. Omni holds #1. Price points to Metabase, implementation to Rill, and the emerging-product question to Omni. None should be folded into Microsoft Power BI's Best result; each answers a different buying constraint. All four questions produce different leaders.
In Data Integration (ETL), Fivetran leads at Best AIQ 98. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, and Perplexity #2. It records 35 Sources and 45 Mentions in the current category evidence. Informatica Cloud Data Integration is second at Best AIQ 28. Its assistant position is ChatGPT #2. It has no category rank from Gemini, Claude and Perplexity in this ranking. It records 2 Sources and 7 Mentions in the current category evidence. Matillion is third at Best AIQ 27. Its assistant positions are ChatGPT #3, Gemini #5, Claude #6, and Perplexity #7. It records 15 Sources and 15 Mentions in the current category evidence.
Fivetran moves up 1 place to #1, and the top-to-third spread is 71 points. The more revealing figure is breadth: the leader appears in 4 of 4 assistant lists. Across the category, Cooper records 15 Best-ranked products, 122 Sources and 389 Mentions across all four direct questions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Sling Data at Most Affordable AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 1 Source and 1 Mention. Sling Data is new to the ranking at #1. Easiest to Set Up is led by Fivetran at Easiest to Set Up AIQ 83. Its assistant positions are ChatGPT #1, Gemini #2, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 35 Sources and 45 Mentions. Fivetran moves up 1 place to #1. Rising is led by Airbyte at Rising AIQ 76. Its assistant positions are ChatGPT #1, Gemini #4, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 24 Sources and 29 Mentions. Airbyte holds #1. The shortlist changes as soon as the question changes. Sling Data owns the budget answer, Fivetran the setup answer, and Airbyte the Rising answer, while Fivetran remains the Best leader. 3 distinct products lead the four questions.
In Observability & APM, Datadog leads at Best AIQ 88. Its assistant positions are ChatGPT #1, Gemini #2, Claude #1, and Perplexity #1. It records 51 Sources and 96 Mentions in the current category evidence. Dynatrace is second at Best AIQ 63. Its assistant positions are ChatGPT #2, Gemini #1, Claude #2, and Perplexity #2. It records 32 Sources and 61 Mentions in the current category evidence. New Relic is third at Best AIQ 33. Its assistant positions are ChatGPT #3, Gemini #3, Claude #3, and Perplexity #3. It records 41 Sources and 72 Mentions in the current category evidence.
This is a concentrated Best result. Datadog leads third by 55 points and holds #1, with 51 Sources and 96 Mentions attached to its current category evidence. The full market records 16 Best-ranked products, 156 Sources and 703 Mentions across all four direct questions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Grafana Cloud at Most Affordable AIQ 65. Its assistant positions are ChatGPT #1, Gemini #4, Claude #10, and Perplexity #2. Its current category evidence records 26 Sources and 38 Mentions. Grafana Cloud holds #1. Easiest to Set Up is led by New Relic at Easiest to Set Up AIQ 63. Its assistant positions are ChatGPT #1, Gemini #8, and Claude #3. It has no category rank from Perplexity in this ranking. Its current category evidence records 41 Sources and 72 Mentions. New Relic moves up 3 places to #1. Rising is led by Dash0 at Rising AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 3 Sources and 4 Mentions. Dash0 holds #1. Datadog is the broad Best reference point, not a universal winner. For affordability the assistants select Grafana Cloud; for setup they select New Relic; for newer options they select Dash0. All four questions produce different leaders.
In CI/CD, GitHub Actions leads at Best AIQ 88. Its assistant positions are ChatGPT #1, Gemini #2, Claude #1, and Perplexity #1. It records 52 Sources and 78 Mentions in the current category evidence. GitLab CI/CD is second at Best AIQ 46. Its assistant positions are ChatGPT #2, Gemini #3, Claude #2, and Perplexity #2. It records 32 Sources and 42 Mentions in the current category evidence. Jenkins is third at Best AIQ 30. Its assistant positions are Gemini #1, Claude #4, and Perplexity #3. It has no category rank from ChatGPT in this ranking. It records 52 Sources and 73 Mentions in the current category evidence.
The ranking is easier to read as a market shape than as a single score. GitHub Actions holds #1; 4 of 4 assistants place it somewhere in their category lists, and the podium spans 58 points. The category-wide evidence totals 129 Sources and 604 Mentions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by GitHub Actions at Most Affordable AIQ 75. Its assistant positions are ChatGPT #1, Gemini #2, Claude #3, and Perplexity #2. Its current category evidence records 52 Sources and 78 Mentions. GitHub Actions moves up 1 place to #1. Easiest to Set Up is led by GitHub Actions at Easiest to Set Up AIQ 83. Its assistant positions are ChatGPT #1, Gemini #3, Claude #1, and Perplexity #1. Its current category evidence records 52 Sources and 78 Mentions. GitHub Actions holds #1. Rising is led by Depot CI at Rising AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 2 Sources and 4 Mentions. Depot CI is new to the ranking at #1. A buyer optimizing for price would start with GitHub Actions. A buyer prioritizing implementation would begin with GitHub Actions. Rising turns to Depot CI. That is a materially different map from Best, led by GitHub Actions. 2 distinct products lead the four questions.
In Feature Flags, LaunchDarkly leads at Best AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, and Perplexity #1. It records 40 Sources and 60 Mentions in the current category evidence. Statsig is second at Best AIQ 35. Its assistant positions are ChatGPT #3, Gemini #2, and Claude #4. It has no category rank from Perplexity in this ranking. It records 20 Sources and 33 Mentions in the current category evidence. Harness Feature Management & Experimentation is third at Best AIQ 28. Its assistant position is ChatGPT #2. It has no category rank from Gemini, Claude and Perplexity in this ranking. It records 5 Sources and 6 Mentions in the current category evidence.
17 Best-ranked products, 107 Sources and 462 Mentions across all four direct questions make this a substantial evidence set. At the top, LaunchDarkly holds #1 and leads third by 72 points. All four assistants include the leader, which qualifies how confidently the #1 should be generalized. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by FeatBit at Most Affordable AIQ 60. Its assistant positions are ChatGPT #1 and Perplexity #1. It has no category rank from Gemini and Claude in this ranking. Its current category evidence records 6 Sources and 9 Mentions. FeatBit holds #1. Easiest to Set Up is led by ConfigCat at Easiest to Set Up AIQ 68. Its assistant positions are ChatGPT #2, Gemini #1, Claude #1, and Perplexity #8. Its current category evidence records 21 Sources and 27 Mentions. ConfigCat moves up 2 places to #1. Rising is led by DevCycle at Rising AIQ 76. Its assistant positions are ChatGPT #1, Gemini #3, Claude #2, and Perplexity #1. Its current category evidence records 12 Sources and 16 Mentions. DevCycle moves up 3 places to #1. Price points to FeatBit, implementation to ConfigCat, and the emerging-product question to DevCycle. None should be folded into LaunchDarkly's Best result; each answers a different buying constraint. All four questions produce different leaders.
In Low-Code App Builders, Microsoft Power Apps leads at Best AIQ 71. Its assistant positions are ChatGPT #1, Claude #1, and Perplexity #4. It has no category rank from Gemini in this ranking. It records 8 Sources and 12 Mentions in the current category evidence. OutSystems is second at Best AIQ 40. Its assistant positions are ChatGPT #2, Claude #2, and Perplexity #1. It has no category rank from Gemini in this ranking. It records 12 Sources and 15 Mentions in the current category evidence. Bubble is third at Best AIQ 33. Its assistant positions are ChatGPT #9, Gemini #1, Claude #9, and Perplexity #7. It records 22 Sources and 32 Mentions in the current category evidence.
The category contains 18 Best-ranked products, 98 Sources and 432 Mentions across all four direct questions. Microsoft Power Apps holds #1. A 38-point lead over third creates a clear first reference point, but the 3-assistant footprint matters as much as the headline score. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Budibase at Most Affordable AIQ 95. Its assistant positions are ChatGPT #1, Gemini #1, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 6 Sources and 9 Mentions. Budibase holds #1. Easiest to Set Up is led by Glide at Easiest to Set Up AIQ 78. Its assistant positions are ChatGPT #1, Gemini #3, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 21 Sources and 28 Mentions. Glide moves up 2 places to #1. Rising is led by WeWeb at Rising AIQ 65. Its assistant positions are ChatGPT #1, Claude #2, and Perplexity #2. It has no category rank from Gemini in this ranking. Its current category evidence records 3 Sources and 4 Mentions. WeWeb moves up 1 place to #1. The shortlist changes as soon as the question changes. Budibase owns the budget answer, Glide the setup answer, and WeWeb the Rising answer, while Microsoft Power Apps remains the Best leader. All four questions produce different leaders.
In Cloud Hosting (PaaS), Heroku leads at Best AIQ 73. Its assistant positions are ChatGPT #1, Gemini #3, Claude #3, and Perplexity #1. It records 31 Sources and 47 Mentions in the current category evidence. Render is second at Best AIQ 35. Its assistant positions are ChatGPT #2 and Claude #2. It has no category rank from Gemini and Perplexity in this ranking. It records 26 Sources and 35 Mentions in the current category evidence. Vercel is third at Best AIQ 33. Its assistant positions are ChatGPT #3 and Claude #1. It has no category rank from Gemini and Perplexity in this ranking. It records 28 Sources and 40 Mentions in the current category evidence.
Heroku moves up 1 place to #1, and the top-to-third spread is 40 points. The more revealing figure is breadth: the leader appears in 4 of 4 assistant lists. Across the category, Cooper records 17 Best-ranked products, 132 Sources and 362 Mentions across all four direct questions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Vercel at Most Affordable AIQ 69. Its assistant positions are ChatGPT #1, Gemini #2, and Claude #9. It has no category rank from Perplexity in this ranking. Its current category evidence records 28 Sources and 40 Mentions. Vercel holds #1. Easiest to Set Up is led by Vercel at Easiest to Set Up AIQ 68. Its assistant positions are ChatGPT #2, Gemini #1, and Claude #1. It has no category rank from Perplexity in this ranking. Its current category evidence records 28 Sources and 40 Mentions. Vercel moves up 1 place to #1. Rising is led by Railway at Rising AIQ 81. Its assistant positions are ChatGPT #1, Gemini #3, Claude #1, and Perplexity #2. Its current category evidence records 19 Sources and 25 Mentions. Railway holds #1. Heroku is the broad Best reference point, not a universal winner. For affordability the assistants select Vercel; for setup they select Vercel; for newer options they select Railway. 3 distinct products lead the four questions.
In Product Management, Productboard leads at Best AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, and Perplexity #1. It records 36 Sources and 48 Mentions in the current category evidence. Aha! Roadmaps is second at Best AIQ 28. Its assistant position is ChatGPT #2. It has no category rank from Gemini, Claude and Perplexity in this ranking. It records 11 Sources and 13 Mentions in the current category evidence. airfocus is third at Best AIQ 24. Its assistant positions are ChatGPT #5, Gemini #3, Claude #5, and Perplexity #3. It records 17 Sources and 19 Mentions in the current category evidence.
This is a concentrated Best result. Productboard leads third by 76 points and moves up 1 place to #1, with 36 Sources and 48 Mentions attached to its current category evidence. The full market records 18 Best-ranked products, 111 Sources and 536 Mentions across all four direct questions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Productboard at Most Affordable AIQ 56. Its assistant positions are ChatGPT #1 and Perplexity #10. It has no category rank from Gemini and Claude in this ranking. Its current category evidence records 36 Sources and 48 Mentions. Productboard moves up 19 places to #1. Easiest to Set Up is led by Trello at Easiest to Set Up AIQ 85. Its assistant positions are ChatGPT #1, Gemini #1, and Perplexity #1. It has no category rank from Claude in this ranking. Its current category evidence records 32 Sources and 40 Mentions. Trello moves up 1 place to #1. Rising is led by Productboard Spark at Rising AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 1 Source and 6 Mentions. Productboard Spark is new to the ranking at #1. A buyer optimizing for price would start with Productboard. A buyer prioritizing implementation would begin with Trello. Rising turns to Productboard Spark. That is a materially different map from Best, led by Productboard. 3 distinct products lead the four questions.
In API Platforms, Postman leads at Best AIQ 88. Its assistant positions are ChatGPT #1, Gemini #2, Claude #1, and Perplexity #1. It records 19 Sources and 26 Mentions in the current category evidence. Kong Konnect is second at Best AIQ 28. Its assistant position is ChatGPT #2. It has no category rank from Gemini, Claude and Perplexity in this ranking. It records 16 Sources and 19 Mentions in the current category evidence. Azure API Management is third at Best AIQ 26. Its assistant positions are ChatGPT #3, Claude #3, and Perplexity #2. It has no category rank from Gemini in this ranking. It records 17 Sources and 23 Mentions in the current category evidence.
The ranking is easier to read as a market shape than as a single score. Postman holds #1; 4 of 4 assistants place it somewhere in their category lists, and the podium spans 62 points. The category-wide evidence totals 146 Sources and 384 Mentions. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Hoppscotch at Most Affordable AIQ 70. Its assistant positions are ChatGPT #1 and Claude #1. It has no category rank from Gemini and Perplexity in this ranking. Its current category evidence records 5 Sources and 7 Mentions. Hoppscotch holds #1. Easiest to Set Up is led by Postman at Easiest to Set Up AIQ 70. Its assistant positions are ChatGPT #1 and Claude #1. It has no category rank from Gemini and Perplexity in this ranking. Its current category evidence records 19 Sources and 26 Mentions. Postman moves up 2 places to #1. Rising is led by Zuplo at Rising AIQ 62. Its assistant positions are ChatGPT #1, Claude #3, and Perplexity #3. It has no category rank from Gemini in this ranking. Its current category evidence records 9 Sources and 14 Mentions. Zuplo holds #1. Price points to Hoppscotch, implementation to Postman, and the emerging-product question to Zuplo. None should be folded into Postman's Best result; each answers a different buying constraint. 3 distinct products lead the four questions.
In Database as a Service, Amazon Aurora leads at Best AIQ 60. Its assistant positions are ChatGPT #1 and Claude #3. It has no category rank from Gemini and Perplexity in this ranking. It records 19 Sources and 26 Mentions in the current category evidence. MongoDB Atlas is second at Best AIQ 48. Its assistant positions are ChatGPT #3, Gemini #2, Claude #1, and Perplexity #2. It records 16 Sources and 18 Mentions in the current category evidence. Azure SQL Database is third at Best AIQ 31. Its assistant positions are ChatGPT #2 and Claude #4. It has no category rank from Gemini and Perplexity in this ranking. It records 10 Sources and 18 Mentions in the current category evidence.
14 Best-ranked products, 130 Sources and 286 Mentions across all four direct questions make this a substantial evidence set. At the top, Amazon Aurora moves up 1 place to #1 and leads third by 29 points. Only 2 of 4 assistants include the leader, which qualifies how confidently the #1 should be generalized. Sources and Mentions describe the evidence footprint; they do not explain rank.
Most Affordable is led by Neon at Most Affordable AIQ 63. Its assistant positions are ChatGPT #1 and Claude #2. It has no category rank from Gemini and Perplexity in this ranking. Its current category evidence records 1 Source and 3 Mentions. Neon moves up 2 places to #1. Easiest to Set Up is led by Heroku Postgres at Easiest to Set Up AIQ 57. Its assistant positions are ChatGPT #1 and Claude #9. It has no category rank from Gemini and Perplexity in this ranking. Its current category evidence records 2 Sources and 2 Mentions. Heroku Postgres is new to the ranking at #1. Rising is led by Neon at Rising AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, and Perplexity #1. Its current category evidence records 1 Source and 3 Mentions. Neon holds #1. The shortlist changes as soon as the question changes. Neon owns the budget answer, Heroku Postgres the setup answer, and Neon the Rising answer, while Amazon Aurora remains the Best leader. 3 distinct products lead the four questions.
What the Hub Says This Week
Engineering teams should read the lists as architecture inputs. The broad leader, the setup favorite, and the emerging option often solve different organizational problems. Read the Rising signals across all eight hubs.
Qlik Sense
Metabase at Most Affordable AIQ 75. Its assistant positions are ChatGPT #1, Gemini #2, Claude #3, and Perplexity #2. Its current category evidence records 30 Sources and 42 Mentions. 
Fivetran
Informatica Cloud Data Integration
Sling Data at Most Affordable AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude and Perplexity in this ranking. Its current category evidence records 1 Source and 1 Mention. 
Harness Feature Management & Experimentation
DevCycle at Rising AIQ 76. Its assistant positions are ChatGPT #1, Gemini #3, Claude #2, and Perplexity #1. Its current category evidence records 12 Sources and 16 Mentions. 
Bubble
WeWeb at Rising AIQ 65. Its assistant positions are ChatGPT #1, Claude #2, and Perplexity #2. It has no category rank from Gemini in this ranking. Its current category evidence records 3 Sources and 4 Mentions. 
Render
Aha! Roadmaps
airfocus
Zuplo at Rising AIQ 62. Its assistant positions are ChatGPT #1, Claude #3, and Perplexity #3. It has no category rank from Gemini in this ranking. Its current category evidence records 9 Sources and 14 Mentions. 
Amazon Aurora
Neon at Most Affordable AIQ 63. Its assistant positions are ChatGPT #1 and Claude #2. It has no category rank from Gemini and Perplexity in this ranking. Its current category evidence records 1 Source and 3 Mentions. 
