Measure every failed call
In path, Defendr catches downtime, empty or truncated output, invalid structured output, refusals, and billing or cache anomalies, with evidence attached to each event.
Reliability & accountability for LLM spend
You're overpaying for your inference. Let's fix that.
Every call you're billed for that breaks is money you paid for nothing. Downtime, latency, model drift, broken output, Defendr measures it, puts a dollar amount on it, and helps you recover the wasted spend.
What Defendr does
Three steps from failure to recovered spend.
Put a dollar amount on it
A monthly loss report groups failures by type, event count, estimated cost, evidence, and remedy status, so wasted spend is visible instead of buried.
Help you recover it
Bring Your Own Keys surfaces the loss on your own provider bill. Managed can apply bounded service credits for eligible objective failures.