The Vaman Platform

One platform. Every agent. Every action governed.

Route, Studio, Ledger, Watch and Guard work together to govern every agent from the moment it runs its first task. You license the platform. We run it in your cloud.

RouteStudioLedgerWatchGuard
Book A Readiness AssessmentHow we work
The arrangement

You own the model. We license the platform.

Your model
Trained weights · Outputs · Records
You own this
Vaman Platform
Route · Studio · Ledger · Watch · Guard
We license
Your cloud
Your data · Your environment · Your auditors
Your cloud, in India
The router

Route — The right model for every task — automatically.

Route evaluates every request against your available models — your own trained model and, where it performs better, a frontier model running inside your cloud. The decision is made per task, per borrower, per moment. You see why every routing decision was made.

Routing decision — live
EMI reminder — Borrower A
High confidence on your data
Vaman NBFC-7B
Settlement negotiation — B
Vaman score: 71% / Frontier: 89%
Frontier (in-cloud)
Policy Q&A — Branch officer
Trained on your policy docs
Vaman NBFC-7B
The builder

Studio — Build and deploy agents without a development cycle.

Studio is where your operations and compliance teams define what agents can do, what they must ask for approval, and what they must refuse. Conversation flows, escalation logic, approval gates and content rules — configured in Studio, enforced at runtime. No code required.

Collections agent — config
Permitted channelsWhatsApp, SMS, Voice
Calling window8:00 AM – 7:00 PM IST
Max contact attempts / day2
Settlement range₹0 – ₹25,000 (pre-approved)
Escalation triggerDispute raised or distress signal
Kill switchActive
The audit trail

Ledger — Every action on the record. Traceable to its source.

Ledger writes an immutable record of every message, call, recommendation and approval — with the model version, source data and the person who authorised it. Your auditors and your regulator can ask for the reasoning behind any agent decision. The answer is always there.

Ledger entry — example
Timestamp2026-10-12 · 10:32:14 IST
AgentCollections / EMI-Reminder-v2.1
Borrower ID****8472 (masked)
ActionWhatsApp message sent
ModelVaman NBFC-7B · v3.4.1
Source dataLMS / DPD=12 / last contact=10-05
Approved byPolicy rule #CR-44 (auto)
OutcomeDelivered · Read 10:34
The monitor

Watch — Continuous visibility across every model and agent.

Watch tracks quality, cost and drift for every model and agent you run. When behaviour changes — accuracy drops, cost spikes, borrower complaints cluster — Watch alerts your team before the problem reaches your borrowers or your regulator. Evidence is ready for your next audit.

Model health — this week
Answer accuracy96.2%▲ +0.4%
Avg response latency1.1s▼ –0.2s
Policy citation rate99.8%— stable
Escalations triggered23▲ +5 vs. last wk
Cost per interaction₹0.18— stable
Complaints logged0— stable
The enforcer

Guard — Rules enforced before anything happens.

Guard evaluates every proposed agent action against your configured rules before it executes. Calling outside permitted hours, offering a settlement above the approved range, contacting a borrower who has raised a dispute — Guard stops it before it happens. Not after.

Guard — rule evaluations today
Calling hour check✓ 1,247 passed
Contact frequency cap✓ 1,247 passed
Settlement range check⛔ 3 blocked
Dispute-hold check⛔ 1 blocked
Consent gate (DPDP)✓ 1,247 passed
Approved content only✓ 1,247 passed
4 actions blocked today · 0 violations reached borrowers

One platform. Every agent. From day one.

Route, Studio, Ledger, Watch and Guard run the same for every client. You get a proven, improving platform — with no new governance build for each new use case.

Book A Readiness AssessmentSee Vaman for NBFCs