THE PROBLEM
Multi-agent systems are powerful —
but proving what each agent did is hard.
⚖️
Regulatory Compliance
When a research crew produces reports or recommendations, auditors need to see exactly which task and agent contributed what.
📉
Accountability in Teams
In sequential or hierarchical crews, you need clear per-task and per-agent provenance for every output.
🔍
Reproducibility & Audit
Re-run the exact same crew with the same inputs and get verifiable records of every step.
PRODUCTION-READY EXAMPLE
Auditable Research Crew
from crewai import Agent, Task, Crew
from audifact.crewai import AudifactTracer
researcher = Agent(role="Senior Researcher", ...)
analyst = Agent(role="Strategic Analyst", ...)
writer = Agent(role="Professional Writer", ...)
crew = Crew(agents=[researcher, analyst, writer], tasks=[...])
tracer = AudifactTracer(
api_key="af_YOUR_API_KEY",
agent_name="auditable-research-crew"
)
traced_crew = tracer.wrap(crew)
result = traced_crew.kickoff()Safe demo — nothing is written to the ledger
CrewAI Context Example (Senior Researcher)
Shows clean
input + agent metadata when include_context=True
TRANSPARENCY
Every step of the crew is captured
Audifact records structured decisions with hashes — never raw prompts by default.
🔍
Research Task
decision_type: task_execution
input_hash: a3f9c2e1
agent_role: Senior Researcher
Recorded in explorer
🧠
Researcher Agent
decision_type: agent_execution
agent_role: Senior Researcher
model: gpt-4o-mini • output_hash
Tamper-evident outcome
📊
Analysis Task
decision_type: task_execution
input_hash: e1d4b8a9
agent_role: Strategic Analyst
Linked to final decision
✍️
Writer Agent Decision
decision_type: agent_execution
decision_value: Executive Summary
metadata: task_id + duration + model
Cryptographically signed
All events visible in the Explorer with full hash chain verification.
WHY ENTERPRISE CHOOSES AUDIFACT
Cryptographic guarantees that spreadsheets and logs can’t provide
✓
Tamper-evident ledger
Every event is hash-chained. Any change breaks verification.
✓
Regulatory readiness
Instant exportable proofs for auditors and regulators.
✓
Full multi-agent traceability
Crew, task, and agent execution — all captured with hashes and parent linking.
✓
Agent identity + signing
Each agent has a cryptographic identity. No anonymous decisions.