Transparency Dashboard

Our operating data, disclosed publicly. This is how we hold ourselves accountable.

6
Tools Reviewed
5
In Review Queue
0
Vendor Responses
0
Score Changes

📋 Public Review Queue

Tools currently being evaluated. Estimated completion dates may shift based on vendor interview availability.

Tool Category Status Est. Publish
Claude (Anthropic) Foundation Models Testing March 2026
ChatGPT (OpenAI) Foundation Models Testing March 2026
Cursor Coding Assistants Scheduled April 2026
Jasper Writing & Content Scheduled April 2026
Midjourney Image Generation Scheduled May 2026

⚖️ Conflict of Interest Disclosures

Updated whenever any relationship with an AI company changes.

  • Editor/Founder: No financial interest in any AI tool company. No investments in AI startups. No advisory roles.
  • Tool Usage: This platform uses Claude (Anthropic) for drafting assistance. All AI-assisted content is human-reviewed and edited.
  • Paid Relationships: None. No consulting agreements with reviewed companies.
  • Free Products: We pay for all tools at the tier being reviewed. No extended free trials accepted.

🔬 Active Researcher Network

Independent researchers who cross-check our reviews. Minimum 5 required before launch.

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AI Safety, Security, Privacy
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ML Engineering, Performance

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📊 Score Change Log

Every time any score changes, with the reason why.

No score changes yet. Reviews are being conducted.

📝 Methodology Version History

Feb 20, 2026
v1.0 — Initial Release

10-category scoring framework established. 5-step review process defined. Weights assigned based on buyer research.

👥 Community Ratings Status

Status: Not yet accepting community ratings.

Per our operating guidelines, we will introduce user ratings only after establishing a verification system robust enough to prevent fake submissions. Estimated: 12-18 months post-launch.

Verified Ratings Collected: 0
Verification System: In development