Test AI applications without calling real AI APIs every time.
Record real AI interactions, turn them into deterministic mocks, simulate failures, and run reliable tests in development, staging and CI.
Mimicly Mock Engine
Exact payload match found
1. Record
Capture live LLM payloads
2. Mock
Deterministic scenarios
3. Test
Instant CI passes ($0 cost)
Record → Replay
Record once, replay the same mock in dev, staging and CI.
429 · 500 · timeout
Simulate provider rate limits and server crashes on demand.
One env var
Swap the base URL, ship the exact same code to production.
Zero token spend
Eliminate API billing and rate limit flakiness in CI pipelines.
Built for the providers AI teams already use
An OpenAI-compatible mock endpoint today, with the other major providers on the roadmap.
Real AI APIs are great for production. They break your CI and developer flow.
Calling live LLMs on every automated test run introduces flakiness, unexpected monthly token bills, and slow 45-second CI pipelines.
Non-deterministic responses
LLMs can return different output for similar input. A test that passes today can behave differently tomorrow, for no reason your test suite can explain.
Repeated API costs
Hundreds of automated test runs against a real LLM API add up in token spend, especially in CI where the same tests run on every commit.
Rate limits
Parallel test runs and CI pipelines can trigger 429s and provider throttling, turning a flaky provider limit into a flaky test suite.
Slow test suites
Real network latency and model processing time add seconds to every call. Multiply that by hundreds of tests and CI gets slow.
Hard-to-reproduce failures
429s, timeouts, malformed responses, invalid keys and streaming failures are difficult and expensive to trigger reliably against a real provider.
CI/CD provider dependency
Tests that depend on an external provider's availability aren't fully predictable, repeatable, or independent of that provider's uptime.
From real traffic to reliable mocks in minutes
No new SDK to learn. Point your existing OpenAI client at Mimicly's base URL and record, mock and test from there.
Record real request
Capture actual API interactions from your application.
Create mock
Edit or generate deterministic responses with ease.
Run tests
Validate your application in dev, staging or CI.
Built specifically for testing AI applications
Generic HTTP mocking tools don't understand LLM schemas, streaming tokens, or provider rate limits the way a purpose-built AI mock does.
Testing Against Live AI APIs
- Token costs that multiply with every pull request & commit
- Flaky CI builds triggered by external LLM provider outages
- Real network + model generation latency on every call
The Mimicly Mock Engine
Built for AI- $0 token cost in development, staging & CI
- Deterministic — identical tests produce reproducible results
- Instant 4ms responses with zero network round trips
| Feature / Capability | Mimicly | Live AI APIs | Generic HTTP Mocks | Static JSON Fixtures |
|---|---|---|---|---|
| Zero token billing during tests | ||||
| Deterministic, flake-free CI runs | ||||
| One-step recording from real traffic | ||||
| Provider error simulation (429 / 500 / timeout) | partial | |||
| Zero production changes (1 env var) | complex | complex |
Engineered for high-velocity AI engineering teams
From conversational agents to complex RAG pipelines, test every AI branch without breaking production or budget.
AI chatbots
Test predictable conversation flows without depending on live model output.
RAG applications
Test retrieval plus generation as one workflow, with a fixed generation step.
AI agents
Test multi-step tool calls and agent decisions against known, repeatable responses.
AI customer support
Reproduce edge cases and failure states that are hard to trigger from a real provider.
AI document processing
Test extraction and structured-output handling against fixed model output.
AI automation
Run repeatable integration tests for pipelines that call an LLM as one step.
Flexible matching for real-world scenarios
A mock doesn't require an identical request every time. Choose the matching strategy that fits each test case.
Exact match
The same request returns the same recorded response.
Endpoint match
Match on HTTP method and endpoint, regardless of payload.
Pattern match
Match when the request content contains a pattern you define.
Scenario match
Trigger a named scenario explicitly from your test.
Start testing free. Pricing is still being validated.
Every plan is free while we're in private beta — no card required. The numbers below are what we're planning to charge afterward, not a bill you'll see today.
Mimicly isn't available yet — these plans show how we'd expect to offer it. Explore the concept.
Starter
Essential deterministic mocking and record-replay for solo AI developers.
What is included:
- 1,000 mock requests / month
- Record & replay engine
- Exact & pattern matching
- Request logs inspection
- Community GitHub support
Developer
Full failure simulation and unlimited projects for engineering workflows.
What is included:
- 10,000 mock requests / month
- Unlimited projects & test suites
- 429 rate limit & timeout simulation
- GitHub Actions & GitLab CI integration
- Detailed request diffs & schema validation
- Priority email support
Team
Shared workspaces, multi-provider mocking, and advanced scenario branching.
What is included:
- 100,000 mock requests / month
- Unlimited team seats & workspaces
- OpenAI, Claude, Gemini & Azure mocks
- Scenario branching & versioning
- Custom latency injection profiles
- Shared Slack & priority support
AI prompts and responses can be sensitive. We treat them that way.
We don't claim certifications we don't have. Here's what's actually true today.
Provider keys stay encrypted
API keys used for recording are encrypted and never logged in plain text.
Zero training on your data
Your recorded prompts, schemas, and payload responses are never used to train any model.
You control your data
Delete a recording, a mock, or your entire project at any time. Automated retention rules are on the roadmap.
Encrypted at rest and in transit
Recordings and mocks are encrypted at rest and transferred over HTTPS.
Frequently asked questions
Everything you need to know about integrating Mimicly into your development workflow.
Record one real interaction. Replay it as many times as your test suite needs.
Zero token cost in CI. Zero flakiness. Instant 4ms response times.