GitHub Copilot
Tracked across 45 snapshots (2025-12-09 → 2026-07-19).
Rating timeline
Dimension trajectory
Autonomy
14/20Integration
16/20Context
13/20Compliance
14/20Viability
14/20Interface
16/20Cap timeline
Notable events
- 2026-01-09Drop-15 rating
What would move this next
Upgrade if: a hands-on UX/end-to-end assessment is completed (unlocks band 5 on interface/integration/autonomy, currently desk-capped at 16); GitHub reliability recovers to three-nines+ with no further major customer-impacting outages and the 'getting worse' sentiment reverses (Autonomy 14→15); Copilot App GA proves parallel-session reliability under load (GA reached Jun 17 — the remaining gate is proven reliability, not availability); September 2026 post-promotional AIC billing proves predictable for enterprise (<20% budget variance, no documented cost overruns) and market-share/usage erosion stabilizes (Viability 14→15); or developer satisfaction recovers above 20% most-loved. Downgrade if: September 2026 AIC billing produces documented enterprise budget overruns (triggers pricing-volatility cap, Compliance ≤12); reliability crisis deepens into a documented enterprise exodus from Copilot's own base (community-exodus cap, all dims ≤12) or sustained agent-OUTPUT unreliability becomes the dominant complaint (reliability-complaints cap, Autonomy ≤12) — currently pricing-value and platform-uptime are the dominant grievances, not agent output; a new critical CVE is disclosed and remains unpatched/actively exploited (critical-security-vuln cap, Compliance ≤5); data-training policy is extended to Business/Enterprise tiers; or negative sentiment hardens into enterprise trust collapse threatening the Validated signal level.