The Institutional Understanding Layer

People forget.
Institutions shouldn't.

dhi keeps what your people said and wrote - who said it, when, and what it was about.

Six months later, when someone asks why, the answer is there with a name against it. And it surfaces conditions nobody asked about, in material nobody has time to read.

“The audit asks why you approved it on those terms. Nobody can find the answer.”

“The relationship manager left in March. So did everything she knew about the client.”

“A customer says they were told something on a call. The call happened. The record doesn’t.”

“You review two per cent of your calls, three days after they happened.”

dhi Understanding - Six months. One condition. Still there.
The Core Thesis

Institutions should become wiser with time, not more forgetful.

We are building this for regulated industries, starting with banking and insurance in India. Four domain models written - banking, insurance, legal and healthcare - with complete pattern libraries. Live design partnerships in Indian banking.

01
Understanding

Start with what your people already know.

Meetings on Zoom, Teams and GMeet, documents, email and messages — from the platforms and repositories you already use, under the access controls they already have. dhi keeps what was said and who said it, and surfaces what nobody noticed: a decision that stopped moving, a commitment nobody recorded, two teams who disagreed without knowing it.

See how understanding works
02
Voice

Start with the calls you already make.

Outbound campaigns and inbound handling, built from your use case rather than a script someone wrote. You state the objective and the guidelines; the system generates the script and sample calls; your team approves before anything runs. Every call is observed and rated live, and a supervisor can take over mid-call.

See how voice works

An institution beginning with meetings and another beginning with calls are both deploying dhi.

Why that matters
Vertical Ontologies

Where context carries consequences — Four industries, already understood.

Banking

A waiver granted three times, by three people who never knew about each other.

Credit decisions, exceptions, covenants and coverage. Twelve patterns dhi looks for.

See them
Insurance

A reserve revised four times, with nothing in the file explaining any of them.

Reserves, claims, underwriting and exceptions. Twelve patterns.

See them
Legal

A matter that changed hands and left its reasoning behind.

Matters, undertakings, privilege and handovers. Eleven patterns.

See them
Healthcare

A watch item raised at handover, and never mentioned again.

Handovers, care plans, discharge and escalation. Eleven patterns.

See them
The domain model is written by someone who knows the industry. Adding an industry is a domain expert, not a rebuild.How that works
Optional Purpose-Built Device

For the rooms that never touch a platform

Not all consequential conversations happen on a screen. For boardroom discussions, partner rooms, and physical committee chambers, the dhi Presence Device captures deliberations and answers questions aloud when addressed.

The software works without it — the dedicated hardware is optional and deployed only where physical in-room presence adds value.

  • Physical presence with clear visible LED indicator ring (Present / Capturing).
  • Hardware-level privacy with physical microphone disconnect.
  • Speaks aloud when addressed by name: “dhi, what was our precedent?”
Explore dhi Presence Device
dhi Presence device on executive table during committee deliberation
Governance & Boundaries

Clear boundaries are part of the product.

dhi surfaces. People decide.

No automated decisions. Provides context; leaves authority with the human.

Disagreement is preserved.

Never collapses conflicting viewpoints into false consensus.

Access enforced at retrieval.

Scope follows the org chart. Ethical walls follow the person across changes.

Every finding is attributable.

Links back to the speaker, timestamp, meeting, and verifiable source claims.

Institutions should become wiser with time, not more forgetful.

We are building this for regulated industries, starting with banking and insurance in India. Four domain models written - banking, insurance, legal and healthcare - with complete pattern libraries. Live design partnerships in Indian banking.

CONTROLLED DEPLOYMENT

Start in shadow mode on one environment.

Choose one meeting environment on Teams/Zoom/Meet or one customer-call flow. dhi runs on your real data, works out who would have been reached, and delivers nothing until you say so.