Smart grouping
Better-than-default crash grouping using stack traces, device fleet, and app version.
Group, prioritize, and propose fixes for production crashes.
Triages production crashes and ANRs, groups by root cause, drafts a fix branch where it can, and routes the rest to the right engineer with full context.
Better-than-default crash grouping using stack traces, device fleet, and app version.
User-impact, severity, and regression detection ranked into a focused fix list.
For known patterns, a draft PR; for everything else, a brief and the right reviewer.
Every solution comes with a calibrated eval suite, runbooks, and integration guides - so your team can take ownership from day one. Self-hosted, hybrid, or fully managed.
Align on data, integrations, and policy. Calibrate the eval golden set.
Wire integrations, configure tools, and stand up the runtime in your cloud.
Shadow on live traffic, ramp on evals, and ship to production with rollback.
Both - draft PRs for known patterns, prioritized briefs for everything else.
In 60 minutes with a senior engineer, you walk away with the gaps mapped, the agent worth building first, a risk read on what your team has already shipped, and a reference architecture - at zero cost, no obligation.
Where the work breaks down today and which gap an agent should close first - calibrated to your business.
Where engineering and ops hours actually go - and where forward-deployed delivery takes you next.
An honest view of what your team has already vibe-coded and what it needs to survive production.
Reference architecture for your runtime, evals, RAG, and integrations - vendor-agnostic.
Reserve a 60-minute working session with a senior AI engineer and practice lead.