[thisischayan]

We were facing the same challenge and had to build something that delivers consistent, near-99.99% accuracy — it’s called LiveFix (livefix.ai).

It’s a drop-in proxy between your app and your LLM. Every response is corrected during generation, not after. One API call. No retries.

Each response returns with a trust status: *verified*, *needs_review*, or *requires_human* — no silent failures.

We’re seeing a ~99% pass rate across thousands of clinical documents. Budget models are matching premium-level accuracy at ~75% lower cost. Benchmarked against top-tier budget and frontier models, with performance improving across the board — benchmarks are published.