The anatomy of a Trail.
A Trail is the machine HyperTrail assembles from your intent. Seven dimensions turn a business event into the right action. Here is one, dissected: click any dimension to go deeper.
points_redeemed received
Events In · customer #4821 · routed to twin
Customer twin updated
loyalty facts merged · revision: 212
churn risk ≥ 0.7 crossed
score: 0.74 ▲ · trail fires
Retention agent wakes
goal + context + scoped actions · offer chosen · confidence: 0.91
Email delivered via your keys
preferred channel · response: 200 · 91ms
Decision logged end to end
event · context · decision · action · outcome
Lift measured against control
escalations ↓34% · statistically valid
of enterprise AI agent pilots never reach production.
The blocker isn't the agent. It's the context. Agents stall when they can't see the business as it's happening — customer state, operational signals, the full picture that makes the difference between a useful action and a costly mistake.
Seven dimensions. One machine.
Warm is yours: the events, the boundaries, the endpoints. Cool is HyperTrail: everything assembled and operated in between.
The Event
The stimulus. A booking changes. A cart is abandoned. A wager lands. A support chat ends. Every Trail begins with a business event landing on a digital twin, the moment it happens.
You bring: Your events, so agents understand your business.
HyperTrail runs: Ingests, parses, and routes every event to the right twin. No ETL. No batch.
booking_modified → Customer twin
Hotel CRS · 12ms
cart_abandoned → Customer twin
E-commerce · 9ms
points_redeemed → Customer twin
Loyalty Platform · 11ms
The Twin
The memory. A living, real-time record of every business entity: customers, flights, accounts, assets. Facts accumulate by type and stitch to one identity. The Twin is the context: everything your agents know, current to the last event.
You bring: Nothing. The twin schema is generated from your event payloads.
HyperTrail runs: Maintains one timeline per entity, updated in single-digit milliseconds.
every fact timestamped · updated the instant an event lands
The Threshold
The moment. A boundary on any twin fact, written in plain language: churn risk above 0.7, engagement silent for two weeks, balance below $5. When a fact crosses it, the Trail fires.
You bring: Your boundaries: the moments that demand action.
HyperTrail runs: Watches every fact on every twin, continuously, and fires in milliseconds.
churn_risk ≥ 0.7 AND tier = gold
your boundary, in plain language
churn_risk: 0.68 → 0.74 ▲
fact crossed the boundary
The Agent
The reasoning. An agent wakes with everything pre-assembled: a goal from the Trail, full entity context from the Twin, and a scoped set of actions. It cannot act outside its scope. No drift. No hallucinated actions.
You bring: Your guardrails: human approval wherever you want it.
HyperTrail runs: Operates invocations, retries, and fallbacks at scale.
nothing searched, nothing guessed · delivered structured and scoped
The Actions
The hands. Agents act in the real world through the API keys you provide: CRM, messaging, rebooking, Slack. Each action runs autonomously or pauses for human approval. Your systems, your rules.
You bring: Your API keys, so agents can act in your systems.
HyperTrail runs: Executes, confirms, and writes every outcome back to the Twin.
EMAIL · personalized retention offer
✓ sent · autonomous
SLACK · alert CSM with context
✓ sent · autonomous
CRM · escalate case, attach risk score
⏸ awaiting approval · human-in-the-loop
The Trace
The record. Every invocation produces a full decision log: what fired, what the agent saw, what it decided, what it did, what it wrote back. Debug edge cases. Audit decisions. Build trust in autonomous AI.
You bring: Your questions: what fired, why, and what it did.
HyperTrail runs: Stores complete decision history for audit and observability.
The Metric
The proof. Define any quantitative metric against any entity domain. Hourly, HyperTrail compares acted-on entities to a randomized control group: statistically valid causal lift, not correlation.
You bring: Your definition of success: revenue, escalations, churn.
HyperTrail runs: Runs the control-group comparison and reports lift with confidence intervals.
acted-on
↓34%
escalations
control group
±0%
randomized holdout
causal lift with confidence intervals · not correlation
The connective tissue.
Between the dimensions run nine connector types: Events In, Actions Out, Context to Agent, Outcomes Recorded, Facts Shared, Twin Export, Direct Trigger, Vision Enrichment, and more. Every connection between systems, twins, and agents is a first-class primitive, generated when the Trail is created.
See full connector referenceClear lines. No ambiguity.
You own
HyperTrail owns
Your business expertise: the outcomes worth pursuing
Codifying that expertise into running infrastructure
Events In: send your business events
Ingesting, parsing, and routing events to the right twin
Actions Out: provide API keys for downstream systems
Generating Digital Twin schema from your event payloads
Describing the use case in plain language
Assembling the Trail, the Agent, and every internal connector
Approving (or skipping) human-in-the-loop gates
Operating the Agent at scale: invocations, retries, fallbacks
Reading Traces to validate ROI
Storing full decision history for audit and observability
You own the intent and the endpoints. HyperTrail owns the infrastructure in between.
One use case. Two connections.Production in days.
Start with a single event source and one downstream action. Describe what should happen. Watch the platform assemble the infrastructure and your first Agent act in production.