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Retention Independent POC · Synthetic data

Churn Risk to Retention Agent

An autonomous retention agent that turns changing signals into a coordinated response.

It reads customer risk, sets commercial priority as a separate decision, drafts the response, checks its own work, and coordinates review-ready output that a person approves before anything is activated.

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Built Autonomous Validated on synthetic data
Rank, then run One retention loop
Retention queue Revenue-ranked
Act first
B
Belito Cloudrisk 90
$98K
C
Corva Labsrisk 82
$76K
N
Northwindrisk 71
$60K
Top play
Governed pipeline Human-checked
Signals
Risk view
Gate Human check
Action
QA
Verified play logged back to the queue. The loop closes.

Synthetic data · illustrative

The retention decision

Risk is not the same as urgency.

Customer risk describes the account's condition. Commercial priority describes business urgency. Read as one number, the two collapse and the response goes wrong. Coordinated as two reads, they set an appropriate marketing motion.

Read separately, then coordinated
Customer risk Rising
lowerhigher

The account's condition is deteriorating.

Commercial priority Measured
lowerhigher

Business urgency is steady, not acute.

Coordinated postureConsidered hold Synthetic data · illustrative

Switch cases to see the two reads move independently. Combining them into one score can produce the wrong response. Keeping them separate allows the agent to coordinate an appropriate marketing posture.

Autonomous operation, governed authority

It coordinates on its own. People hold the authority.

An agent, not a one-shot prompt. It recurs without a fresh instruction, carries decisions forward, and routes every consequential output to a person before anything moves.

Recurring operation
Starts each cycle without a new prompt and keeps working.
Maintained state
Carries prior reads and decisions into the next cycle.
Self-checking
Reviews its own output before it presents it.
Bounded authority
Can advance, watch, hold, reroute, or escalate. Consequential output waits for approval.
coordination feed · synthetic Cycle 001 idle
Synthetic data · illustrative

Marketing in action

One review-ready response, coordinated and governed.

Open the strategy, message, and authority panels. The agent forms the response and drafts the creative. Activation happens only through a person.

Retention response Synthetic lifecycle response Draft
ObjectiveSteady Corva Labs, a synthetic account showing rising churn risk and measured commercial priority.
Response posture
Message directionReassurance and a value reminder, no discount.
Relevance Clarity Brand fit Claim safety
Human approval boundary. Consequential output stops here.
Requires approval first. Illustrative, no live channel connected.

Coordination state

Compose the response, then work the panels. Nothing activates without a person.

Governed path

  • Draft and self-check
  • Review ready
  • Human approval
  • Activation by a person

Proof of rigor

A drift-aware validation on synthetic data caught every planted error and missed no critical case.

Validation result, not customer outcome
Historical professional outcome

Reduced churn by double digits and expanded customer coverage by more than twofold.

Separate from the synthetic validation above. This is prior professional experience with the retention problem, included for context. It is not an outcome produced by this agent.

Request a walkthrough

See the coordinated response, end to end.

A walkthrough covers the business decision, the autonomy model, the coordinated marketing response, governed activation, and the synthetic validation approach.

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