Benchmarks
AI agent benchmarks grounded in real workloads
Leaderboards are a starting point, not a release decision. AgentClash lets teams benchmark agents on the tasks they actually ship — with the same tools, budgets, and evidence requirements.
Candidate
Baseline
Control
replay timeline
ci verdict
Correctness improved, latency within budget, and required artifacts were preserved for review.
agentclash run create --follow
Better than a one-number benchmark
Built for reviewable agent decisions
A useful AI agent benchmark reports correctness, cost, latency, tool strategy, and artifact quality on workloads your team owns.
Sandboxed real-tool execution
Head-to-head runs with fair constraints
Scorecards for correctness, cost, latency, and tool strategy
Replay trails for every important action
Challenge packs that turn failures into reusable tests
CI gates for baseline versus candidate decisions
Workflow
Benchmark workflow
Package the task
Describe the workload as a challenge pack with inputs, tools, scoring rules, and artifacts.
Race the agents
Run every candidate against the same task with the same constraints.
Replay the evidence
Inspect tool calls, outputs, artifacts, latency, cost, and judge evidence after the run.
Gate the release
Compare candidate and baseline runs, then fail CI before a regression reaches users.
Build a benchmark you can reuse
Bring your first workload into the loop
Encode workloads as challenge packs so benchmark runs become regression gates instead of one-off demos.
FAQ
AI agent benchmark FAQ
How is AgentClash different from public leaderboards?
Public leaderboards summarize generic tasks. AgentClash benchmarks your agents on your tools, repositories, APIs, and release constraints.
Can we benchmark multiple agents head-to-head?
Yes. AgentClash races candidates on the same challenge pack with the same sandbox policy and produces comparable scorecards.
Can a benchmark become a regression test?
Yes. The same challenge pack can power ad-hoc benchmarks and CI gates once your team trusts the scoring rules.