Model the work
Turn inbox threads, customers, patients, accounts, transactions, and outcomes into durable entities with real relationships.
Magictrail platform
The operating layer for autonomous work.
Build specialized agents, connect them to durable business context, and coordinate them into workforces that finish real operational jobs.
- MODEL
- Durable entities and relationships
- BUILD
- Focused agents with explicit contracts
- RUN
- Coordinated workforces with guardrails
- LEARN
- Outcome receipts that compound memory
The digital factory floor
See the whole operating loop, not another workflow diagram.
Start with an incoming request, enrich it with connected context, make a bounded decision, pause where judgment matters, and finish with a traceable outcome.
Interactive workforce
GTM response
Incoming email10:42 AM
Capture bucketInbox agent
01
Create a durable thread
The message is stored as a durable inbox thread. Identity and account context are intentionally unresolved.
One runtime, four layers
Autonomy needs structure beneath it.
Entities · relationships · history
Define focused agents
Give every agent a bounded job, the exact context it can read, the tools it can use, and a structured result it must produce.
Coordinate a workforce
Route a record through specialized agents, parallel work, approval checkpoints, retries, and escalation paths.
Measure the outcome
Keep a receipt of what changed, why it changed, what evidence was used, and whether the operational goal was reached.
Receive work
One inbox for every channel. One context record behind it.
Email, SMS, and voice become durable work items that agents can classify, enrich, and hand off without losing the original conversation.
Email3 open
Acme, Inc.Email conversation
Assigned to workforce Context agent
High-intent account. CRM context and two prior meetings are available to the workforce.
Ask the workforce to prepare a response.
Define the worker
Agents are contracts, not personalities.
Control the data, instructions, tools, guardrails, and structured output for each focused job. Click through the contract to see what changes.
REVENUE OPERATIONS
ActiveQualification agent
The complete contract for a focused qualification agent.
Coordinate execution
Many focused agents. One accountable run.
Inspect every step, pause before consequential actions, and write an outcome receipt when the workforce has actually finished the job.
RUN#2048
TRIGGERInbound email
CURRENT STEP3 / 4
STATUSWaiting for approval
Click an execution step
HUMAN CHECKPOINTOutbound action needs approval
Purpose-built workforces
The platform becomes concrete inside a domain.
Magictrail is not a blank automation canvas. Each workforce begins with the entities, tools, language, and guardrails of a specific operating environment.
Harper
Finance operations
Classify, reconcile, and prepare ledger activity.
Explore workforce →
Archer
Revenue operations
Turn account signals into the next best action.
Explore workforce →
Scout
Content operations
Convert audience response into creative memory.
Explore workforce →
Healthcare Agent
Patient access
Move patient requests to a clear next step.
Explore workforce →The Magictrail principle
“The more autonomous the work becomes, the more visible its context, boundaries, and outcomes should be.”
Durable memoryBounded agencyHuman controlOutcome receipts
Build the first shift
Start with one workflow your team already understands.
Model the record, define the workers, connect the tools, and let the workforce prove itself one outcome at a time.