Sahayak AI · an add-on, with no schema of its own

Beta

An answer, and the rows it stood on

सहायक

Sahayak (सहायक, "helper") is an add-on rather than a standalone subscription. It answers the questions an admin would otherwise export to Excel to answer, and it is deliberately fenced: one organisation’s data, a counted quota, and a log row per query.

It sits beside whichever App you are standing in, so the same box answers a fee question in a school workspace and a collection question in a lender workspace.

organisation per answer

the filter runs before retrieval

metered call per question

counted before the model runs

audit row per query

who asked, and when

answers without a quota check

checked before the call, not after

Book a demo Pricing

Green Valley School

app.udyamik.com/edu

schema=edu · tenant_id scoped

Queries

248

this month

Quota

2,000

Pro, monthly

Orgs read

this answer

Logged

248

audit rows

Ask your own data

Green Valley School · schema edu

Question

Which classes have the most fees outstanding this term?

Answer

Class VIII4,21,300

Class VI2,86,500

Class X1,94,750

Class IX1,10,200

Everything else2,38,400

38 unpaid invoices · term 2 · schema edu · 1 audit row written

Your organisation is applied as a filter before the search runs. It is a query condition, not an instruction to a model.

One question, five figures, and the row count behind them.

How it is fenced

These are the fences rather than the features. Each one is a property of how the answer is produced, not a setting somebody can turn off.

Fenced by construction

The isolation is not a prompt instruction. It is a filter applied before retrieval runs, which is a different kind of guarantee.

Your organisation is applied as a filter before the search runs, rather than asked of the model
Quota checked and counted before the provider call, so an outage cannot overspend
A stub fallback when the provider is down: the page degrades, it does not error
Chat history exportable

Self-hosted retrieval

Inference is configuration: an OpenAI-compatible endpoint we run ourselves, never a provider SDK wired into an App.

Every App reaches a model through one shared door, so there is one boundary to keep right
Structured questions take a tool and SQL path rather than embeddings
Your own records and your organisation’s stay separate, by construction

One login. Isolated database schemas.

Hot-swap between a school registry, a pharmacy counter, a shop’s bills or a clinic reception desk without signing in again. Each organisation keeps its business data in its own Postgres schema with row-level security on every table, so one account reaching two organisations never means one database holding everything in a column.

Switch the organisation below to see which navigation and which records the same login is given.

Green Valley School

app.udyamik.com/edu

schema=edu · tenant_id scoped

On roll

1,284

across 24 sections

Fees unpaid

invoices

Outstanding

4.21 L

term 2, rupees

Attendance

94.2%

class VIII, term

Class VIII registry

Term 2 · 61 working days

Admission no	Student	Class	Fee status	Due	Attendance
GV/2026/0412	Aarav Sharma	VIII-A	Paid	-	58/61
GV/2026/0418	Diya Menon	VIII-A	Overdue	18,400	61/61
GV/2026/0423	Kabir Singh	VIII-A	Part paid	7,200	49/61
GV/2026/0431	Ananya Reddy	VIII-B	Paid	-	60/61
GV/2026/0444	Vihaan Patil	VIII-B	Overdue	24,600	44/61
GV/2026/0455	Ishita Bhat	VIII-B	Waived	-	57/61
GV/2026/0461	Rohan Chatterjee	VIII-B	Part paid	3,100	61/61

Fee collection, class attendance and the academic record read from one row, not three exports.

What is not in it

Worth saying plainly, so nobody discovers it after signing.

Beta. Quotas are enforced and the answers are grounded on your rows, and retrieval quality is still improving. Do not treat an answer as an audit result.
It reads. It does not write: Sahayak cannot raise an invoice, mark attendance or change a record.
It is an add-on to a plan, not a subscription of its own.

Beta

Enabled on a plan rather than bought on its own. Quotas are enforced from the first query.

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Admins on any App · an add-on, with no schema of its own