Mardii monitors every AI provider you depend on — pricing changes, rate limit cuts, ToS rewrites, model deprecations — and tells you what it means before it costs you.
All documented. All real. All the kind of thing most teams found out from Twitter, a billing shock, or a production incident.
Model retired — 16 days effective notice
Production integrations given 16 days to migrate. No deprecation runway.
Jan 2026
OAuth ban broke 56,000-star tools overnight
Formal documentation came 6 weeks after the policy took effect.
Dec 2025
Rate limits cut 97% — zero announcement
Tens of thousands of projects broke. No status page entry.
Nov 2025
Pricing restructured — looked like a discount
Headline price fell. Enterprise TCO rose. Only visible in the fine print.
Oct 2025
Context pricing reclassified mid-cycle
Billing change buried in a dev forum post, not the changelog.
Sep 2025
Data retention policy updated
ToS section on prompt logging rewritten. Compliance implication.
Aug 2025
AVRS combines cost volatility, operational stability, policy drift, model lifecycle risk, and market concentration into a single 0–100 score. Lower = more risk to your business.
90–100 Stable · 75–89 Watch · 50–74 Elevated Risk · 0–49 High Risk
30 days of change history. AVRS scores are meaningful.
Pricing trend data across all vendors. Cost volatility patterns visible.
Policy drift history. Which providers rewrite ToS vs. which are stable.
The only longitudinal AI vendor risk dataset anywhere. Cannot be replicated retroactively.
A competitor starting today begins with zero history. Every day the monitor runs is a day of data that cannot be manufactured retroactively.