📊 Evaluation Framework
Every platform is evaluated across 6 dimensions, each weighted by importance to enterprise buyers:
🔬 Testing Process
100-Task Stress Test
Each platform runs an identical set of 100 tasks spanning: data extraction (20), web research (20), multi-step workflows (20), tool orchestration (20), error recovery (10), and edge cases (10). Tasks are scored pass/fail with partial credit for near-completion.
Security Audit
We verify encryption (at-rest & in-transit), sandboxing, access controls, audit trails, and supply-chain risks against official documentation, third-party audits (SOC 2, Unit 42), and GitHub issue trackers.
Stability Monitoring
We track GitHub issues daily, monitor Reddit communities, and run 48-hour uptime tests. Release regressions, crash loops, and gateway stability are documented with source links for every claim.
TCO Analysis
Total Cost of Ownership includes: license/subscription costs, infrastructure (hosting, DB, backups), labor (installation, maintenance, upgrades), and opportunity cost. Self-hosted "free" platforms are priced at honest engineering rates.
📖 Data Sources & Update Cadence
| Source | What We Track | Frequency |
|---|---|---|
| GitHub Issues | Bugs, regressions, feature requests, PR velocity | Daily |
| Reddit (r/openclaw, r/n8n, etc.) | User sentiment, real-world problems, churn signals | Daily |
| Official Documentation | Feature claims, security posture, pricing | Weekly |
| Third-Party Audits | SOC 2, Unit 42, security researcher findings | As published |
| Independent Testing | Task success rate, response time, error recovery | Quarterly |
| Hacker News / Tech Press | Industry trends, platform announcements | Daily |
⚠ Limitations & Honest Disclosure
- Snapshot, not continuous: Our testing captures platform performance at a point in time. Platforms evolve rapidly — today's results may not reflect next week's reality.
- Public data only: We use publicly available information and our own testing. Enterprise customers with custom deployments may experience different results.
- Task selection bias: Our 100-task stress test aims for breadth, but no test suite can cover every real-world use case. Your specific tasks may perform differently.
- We recommend POCs: Always run a proof-of-concept with your top 2 platforms using your actual workloads before making a final decision.
- Corrections policy: If you find an error, email us. We publish corrections prominently and update scores within 48 hours of verification.
Last methodology update: June 26, 2026 · Next full re-evaluation: September 2026 · Scores updated continuously as new data arrives.