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Make AI-Driven Changes Safe with Deterministic Verification

The AI Safety Layer for Enterprise Java. Capture Application Behavior to establish the JVM Ground Truth needed for AI agents to verify code changes with high confidence.

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Verified for the Modern JVM Stack
JavaJava
KotlinKotlin
Spring BootSpring Boot
KafkaKafka
PostgreSQLPostgreSQL
MongoDBMongoDB
JUnit 5JUnit 5
TestcontainersTestcontainers
MavenMaven
Auto-MockingExternal systems are auto-isolated
JUnit 5Tests run anywhere Java runs
Deep ContextCaptures arguments and data state
CROSS-STACK VISIBILITY

Powering Method-Level Observability

Distributed tracing, continuous profiling, and log-less debugging for complex JVM ecosystems.

Explore Observability Stack
BitDive Zero Code Architecture Diagram
CORE INFRASTRUCTURE

Scale Your Test Coverage, Not Your Codebase

Stop writing test code to test code.

Build a regression shield that runs anywhere. BitDive isolates services virtually, allowing you to verify logic without spinning up complex staging infrastructure.

  • Dependency Virtualization: Test services in total isolation. BitDive virtually replaces downstream calls (DBs, Kafka, APIs).
  • Infrastructure-Free Execution: Run integration-level scenarios on a laptop or ephemeral CI agent.
  • Eliminate Flakiness & Tech Debt: No fragile scripts or manual mocks. Test against captured deterministic behavior.
Eliminate Manual Mocks
THE WORKFLOW

How BitDive Secures Your Lifecycle

From production capture to automated CI verification.

01

Capture: Real Application Behavior

From Any Environment

The platform agent runs in your Java/Kotlin services, capturing complete execution context without code changes

  • Method calls with parameters and return values
  • SQL queries with actual parameters and results
  • HTTP requests and responses (REST, gRPC, Kafka)
Result: Minimal performance overhead. Non-intrusive instrumentation. Complete behavioral record.
02

Replay: Executable Test Scenarios

Auto-mocked, deterministic, isolated

The platform transforms captured traces into executable test scenarios with automatic dependency isolation

  • Auto-generates mocks for databases, APIs, and message queues
  • Recreates exact execution context from the recording
  • Runs in any environment (local, CI, staging) without external dependencies
Result: Regression tests that reflect reality, not assumptions.
03

Verify: Semantic Drift Detection

Behavior validation, not just status checks

BitDive compares execution behavior before and after code changes to detect regressions

  • Compares SQL query patterns and results
  • Validates HTTP response bodies and structures
  • Detects changes in method call sequences
Result: Catch regressions in logic, not just **Flaky Tests** or broken mocks.
BitDive AI Runtime Context for Cursor Copilot and RAG Integration
CAPABILITY

Deterministic Safety for AI Agents & RAG

Ground AI intent with deterministic execution reality

Static analysis isn't enough. Close the loop with your agents (Cursor, Claude, Windsurf) by providing real variable states and SQL queries via MCP. Let AI verify its own code against recorded Ground Truth.

  • Ground Truth via MCP: Give AI agents on-demand access to live call stacks, SQL queries, and variable states. No more hallucinations about what happened in production
  • Deterministic AI Verification: AI sees the exact failure path. It generates precise fixes and auto-verifies them by replaying the captured scenario against its own code
  • Stop Hallucinations: Ensure AI-generated code actually works. BitDive instantly replays the captured scenario against the AI's fix to prove correctness before you commit
Prevent AI Hallucinations
VALUE PROPOSITION

Modernize Your Automated Regression Testing

Move from fragile manual scripting to continuous runtime verification

FOR BUSINESS
SAFE CORE

Refactor **Legacy Java** systems fearlessly. Your regression safety net is fully automated

DAY 1 VALUE

Start generating test suites immediately. No months-long integration projects

STAY AHEAD

Stop testing like it's 2015. Don't let legacy QA workflows slow you down

FOR ENGINEERING
NO MOCKS

Capture runtime behavior. Stop maintaining fragile mocks and scripts

5 MINUTES

Time to convert user flows into ~1,000 deterministic JUnit tests

WHITE BOX

See exactly what happens inside the JVM. Stop black-box guessing

Stop Coding Mocks. Start Capturing Logic.

Eliminate fragile test scripts. Turn production behavior into deterministic JUnit tests today.

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