See What Your Codegen is Actually Doing.
Benchify detects errors in every generation and surfaces them in a developer-friendly dashboard — giving you visibility where sandboxes can't.
Code Generation Blind Spots
Traditional sandboxes can't detect runtime errors, dependency conflicts, or type mismatches in generated code. You only discover failures when users report them.
Detection Coverage
Implicit tracking vs comprehensive monitoring
Complete visibility into every generation
Generation-Level Observability
Instrument every generation. Surface every error. Fix upstream issues before they cascade.
Instrument Every Generation
Benchify instruments every generation, detecting build, runtime, and functional errors automatically. No more silent failures slipping through the cracks.
Errors Grouped and Searchable
Errors grouped and searchable by your own custom IDs. Turn chaos into patterns with intelligent categorization and filtering.
Fix Upstream Issues
See which issues keep recurring so you can fix upstream prompts or models. Stop playing whack-a-mole with symptoms and address root causes.
67% reduction in recurring errors
After prompt optimization
Beyond Observability
Why just detect errors when you can fix them? Benchify automatically repairs most build, runtime, and functional issues through the same SDK call.
Dashboard Walkthrough
See exactly what your code generation is doing with intuitive, developer-friendly dashboards.
Stream of Code Runs
Real-time stream of every generation with status indicators. See success rates, response times, and error patterns as they happen.
Error Categories
Last 24 hoursCategory Counts
Deep dive into error patterns with categorized breakdowns. Identify the most common failure modes and prioritize fixes.
Error Rates Over Time
Track error rates and quality improvements over time. Measure the impact of prompt optimizations and model updates.
Error Rate Trend
Drop-In Observability
Single SDK call between your LLM client and sandbox. Zero infrastructure changes required.
One Line Integration
Insert observability anywhere in your execution pipeline. No architecture changes, no container modifications, no deployment overhead.
Stop flying blind. Start seeing your generations.
Turn your code generation pipeline from a black box into a transparent, reliable system with comprehensive observability.