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StackScore™ Data Report

The State of AI Tools

Quick Answer

Across 402 independently scored AI tools, the average StackScore Tools™ is 60/100. Just 4% clear the 80+ "best-in-class" bar, and infrastructure maturity is the sector's weakest dimension — trailing operational quality by 17 points.

  • Tools scored: 402
  • Average StackScore: 60/100
  • Score 80+: 4%
  • Top category: Chat AI (69)
Compiled by the Bureau of AI Intelligence· Updated Oct 18, 2026

How good are AI tools, really?

Of 402 tools, only 4% score 80 or above (best-in-class). 61% land in the solid 60–79 range, and 35% fall below 60 — a reminder that most AI tools are average, and the gap between leaders and the long tail is wide.

4%
Best-in-class (80+)
61%
Solid (60–79)
35%
Below par (<60)

The trust gap

Averaged across every tool, the four StackScore dimensions reveal the sector's defining weakness: AI tools are far stronger on operational quality (66) than on infrastructure maturity (49) — a 17-point gap. The tools can do the work; trusting them with it is the harder problem.

Operational quality
66
Trust & reliability
59
Market traction
59
Infrastructure maturity
49

Which categories lead

CategoryAvg StackScoreTools
Chat AI6920
Dev6718
Support6517
Business6439
Web & SEO6412
Creative & Media6362
Analytics & Data6325
Productivity61114
Marketing5878
Sales5864
Writing5830
Research4945

How AI tools charge

48%
Freemium
36%
Paid
14%
Enterprise
1%
Free

The 10 highest-scoring AI tools

  1. 1Claude86
  2. 2ChatGPT86
  3. 3Ramp83
  4. 4ElevenLabs83
  5. 5GitHub Copilot83
  6. 6Gemini82
  7. 7Klaviyo81
  8. 8Perplexity AI81
  9. 9Synthesia81
  10. 10n8n81

See the full StackScore Tools™ Top 100 →

How the scores work: StackIndex™ engine · StackScore™ · Browse all tools

FAQ

Frequently asked

What is the average score of AI tools?

Across 402 AI tools independently scored by instawhat.ai, the average StackScore Tools™ is 60/100. 4% score 80 or above, 61% score 60–79, and 35% score below 60.

Which category of AI tools scores highest?

Chat AI tools lead with an average StackScore of 69/100 across 20 tools, followed by Dev (67).

What are AI tools weakest at?

Infrastructure maturity is the weakest dimension across the sector, averaging 49/100 — 17 points below operational quality (66/100). In practice, AI tools are more capable than they are trustworthy or durable.

How are these scores calculated?

Every tool earns a StackScore Tools™ (0–100) from the StackIndex™ engine, blending operational quality, trust & reliability, market traction and infrastructure maturity. Scores are independent and evidence-based.

Source: instawhat.ai StackIndex™ — independent scoring of 402 AI tools. Figures update as scores are re-run. Cite as “instawhat.ai StackScore™ data, October 2026.”