AI & Agentic AI

AI automation for the work rules alone could never finish

Deterministic automation handles the predictable path. We add judgement where the exceptions live — which is where the cost usually is.

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Collaborative robot lifting yellow boxes along a packing line

Traditional automation is excellent at processes that never vary and brittle everywhere else. In most organisations the straightforward cases were automated years ago; what remains is the long tail of exceptions that still requires a person to read something and decide.

That is the work AI automation addresses. We combine deterministic workflow engines with model-based judgement at the specific steps that need it, keeping the reliable parts reliable and applying inference only where it earns its cost.

We are equally comfortable delivering this through low-code platforms you already own or through custom services, and we will recommend the cheaper option even when it is the less interesting one.

What you get

Exceptions handled rather than escalated by default
Fewer manual handoffs between systems
Inference spent only where judgement is required

What's included

Process assessment

Mapping the real process including its exceptions, and identifying which steps actually need judgement.

Intelligent exception handling

Model-based classification and resolution of the cases that currently break deterministic rules.

Document-driven workflows

Processes triggered and populated by inbound documents, email and forms.

Cross-system orchestration

Coordinating steps across ERP, CRM, ITSM and custom systems without a human as the integration layer.

Low-code and custom delivery

Power Platform, n8n or bespoke services, chosen on fit and total cost.

Human approval design

Confidence thresholds and review interfaces that make oversight quick instead of ceremonial.

Where this applies

An automated process with a large manual exception queue behind it
Work arriving as email attachments that someone re-keys into a system
Approvals that stall because context has to be assembled by hand
Reconciliation performed in spreadsheets every month

Technologies

Power Platform
n8n
Python
FastAPI
LangChain
Docker
Kubernetes

Related capabilities

Ready to talk about AI Automation?

Tell us about the process or problem, and we'll tell you plainly whether this is the right starting point.

Map one process with us See our methodology

Or reach us directly at info@ontogenesistechnologies.com · +91-9999101853