What does ClientCoded actually do?
We test your AI agents with adversarial scenarios your team would never write, then score every conversation and flag exactly what broke. Your team gets a scorecard after every update showing where the agent handles edge cases and where it doesn't.
Do you need access to our data?
No. For conversational agents, we only need your agent's endpoint. For data agents, your agent queries our synthetic test environments. We never touch your production data.
How long does setup take?
One webhook to connect. Your team is live in 5 minutes. No SDK required for basic monitoring. The SDK adds internal trace visibility but is optional.
What frameworks do you support?
Any agent with a REST endpoint. The SDK supports 30+ frameworks including LangChain, CrewAI, OpenAI, Claude, Botpress, Voiceflow, AutoGen, and anything built on OpenInference.
How is this different from LangSmith or Arize?
They trace what happened. We generate the test cases that find what will happen. Observability shows you failures after customers hit them. Adversarial testing finds them before production.
How is scoring different from LLM-as-a-judge?
Most eval tools use an LLM to judge whether an answer “looks right.” Our factual scoring compares against computed ground truth using SQL, not AI judgment. Behavioral scoring uses deterministic rules: did the agent refuse an out-of-scope question, yes or no. No LLM in the scoring loop.
What are the test environments?
Pre-built synthetic datasets for 35 platforms including Salesforce, Jira, Stripe, Zendesk, and GitHub. Each environment has the data, 200 adversarial queries, and the correct answer for every question. Your agent queries the data through our API. We compare its answers to ground truth.
Can I test with my own data?
You don't need to. Our synthetic environments replicate real schemas with realistic data. If you need a custom environment, describe your schema and we generate the dataset, queries, and ground truth automatically.
What happens when my team pushes an update?
The system detects the change, reruns the same test scenarios, compares scores to the previous baseline, and alerts you in Slack if anything regressed. Your team knows in 15 minutes whether the update broke something.
Is there a free trial?
Your first adversarial test is free, no account needed. Send us your agent's endpoint and we send you the scorecard. Production monitoring starts at $49/month after the trial.
What if my agent doesn't have a REST endpoint?
If your agent runs in Slack, Teams, or another messaging platform, we can test it through those channels. Email agents are tested through our email testing pipeline. Talk to us about your setup.
How many tests can I run?
Observe tier includes production monitoring. Team tier includes 60 adversarial test runs per month plus daily monitoring. Enterprise is unlimited.