Freeze the account
Lock a compromised or mule account the moment the graph signal crosses your threshold.
Agents & actions
The prediction is the easy part.
The prediction is the easy part.
The action is the point.
An AhinsaAI agent does not stop at a score. It takes the action the prediction implies, through your existing systems, inside the policy you set, and writes the whole thing to an immutable audit.
Actions, not alerts.
Every action runs through a connector you approve, governed by policy and recorded in full.
Risk & fraud
Hold or block the transaction
Stop a suspect payment before it settles, then release it on review or override.
Step up authentication
Trigger an additional factor when account-takeover risk spikes, without blocking good users.
Quarantine the ring
Isolate a rapid pass-through ring of accounts together, not one alert at a time.
Open a case
Raise a structured investigation with the graph evidence and drivers attached.
Customer & growth
Launch the retention play
Fire the right save offer the moment churn risk rises, before the customer is gone.
Reprice the renewal
Adjust an offer or rate from predicted value and risk, within guardrails you set.
Serve the next best action
Push the single highest-value action for each customer to the channel that reaches them.
Trigger win-back
Re-engage a lapsing customer the instant the signal turns, not in next month's campaign.
Operations & workflow
Route and assign
Send each case to the right queue or owner, ranked by risk and value.
Escalate
Promote the cases that matter to a human, with the reasoning ready for them.
Open a ticket
Create work in your ITSM or workflow tool, pre-filled with context.
Notify a channel
Alert the right team in the moment, with the decision and the why.
Data & systems
Write the decision back
Push the score, the action, and the audit reference back into your warehouse.
Label the record
Tag entities so downstream systems and the next prediction inherit the decision.
Trigger a workflow
Call a webhook or downstream job to carry the action across your stack.
You decide how much the agents do.
Autonomy is a setting on every action, not an all-or-nothing switch.
Policy
- Thresholds you define
- Per-action rules
- Guardrails and limits
- Versioned and reviewable
Human in the loop
- Auto, or require approval
- Context-rich review
- Per-action, not global
- Approve or reject in one click
Reversible
- Every action can be undone
- Clear rollback path
- No silent, permanent moves
- Safe to start autonomous
Audited
- Hash-chained record
- Prediction, decision, action
- Who, what, when, and why
- Tamper-evident
Acts through the systems you already run
Core banking
Payment switch
CRM
ITSM / ticketing
Messaging
Your warehouse
Webhooks
Watch an agent take the action.
Bring a labelled table or use a bundled sample. We will surface the graph, predict, and run a governed action end to end, with the audit in front of you.
We will reach out within one business day.