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Robnu
Live in A1

Ask anything. About your data, only.

The Copilot is the conversational surface inside Robnu. It can read your orders, payouts, returns, manifests, and SLA events — and then explain, draft, or propose. Every read goes through withSellerScope; every tool call lands in ai_tool_calls with arguments and results.

Free during early access · Forever free under 25 orders/day
app.robnu.com/ai/conversationsRobnuAI · seller-scopedai_conversations · ai_messages · ai_tool_callsWhy did Ajio short-pay batch 7782?tool_calllookup_payouts(batch=7782)7 of 218 lines were short-paid by ₹47 each — SLA-missdeduction. All 7 are recoverable. I drafted claims foryou with the manifest + AWB pre-attached.→ /claims · 7 drafts readywithSellerScope · seller_id locked
TL;DR
  • The copilot speaks the same data the rest of Robnu speaks — orders, shipments, payouts, returns, claims, manifests.
  • Tool calls are persisted with arguments and results; the conversation is replayable and auditable.
  • PII redaction happens before the model sees the message; re-hydration happens after the response comes back.

What you get.

Grounded in your data

No general-purpose facts pretending to be answers about your account. The copilot reads your real ledger via tool calls — payouts, deductions, AWBs, manifest history — and cites the rows it used.

Drafts, not just answers

Ask 'why was batch 7782 short-paid?' and the copilot drafts the claim, attaches the evidence, and links to /claims with the new row already created. You approve before any mutation lands.

Tenant-safe by construction

Every read sets the Postgres GUC app.current_seller_id and inherits RLS. There is no path that reads another seller's data — the database itself refuses.

What's persisted

Every conversation is a first-class record.

The A1 baseline persists conversations into ai_conversations + ai_messages with append-only ordering. Tool invocations write into ai_tool_calls with the full arguments JSON and the full result JSON. Token counts and gateway provider IDs land in ai_usage_ledger for fair-use limits.

You can scroll back, share with a teammate, or replay against a different model. The same persistence powers the future ads-automation and forecasting surfaces — RobnuAI has one persistence schema, not eight.

What sellers ask first

Common copilot prompts on day one.

  • Why did Ajio short-pay batch 7782?
  • Which manifests are within 2 hours of SLA right now?
  • Draft a claim for the missing AWB on order OR-7891 with the manifest pre-attached.
  • Summarize last week's deductions by reason — give me a recoverable vs accept-loss split.
  • What did revenue look like this week vs last, and why is it down?
  • Which catalog SKUs had returns above 12% in the last 30 days?
FAQ

Practical answers.

Yes. RBAC controls AI access by role. OWNER and ADMIN get the full surface; FINANCE and OPERATOR roles can be granted scoped access; VIEWER is read-only. Permission keys live alongside the rest of the role catalog (OWNER | ADMIN | OPERATOR | FINANCE | VIEWER).

No. Mutations route through the same mutation guard as everything else (ROBNU_AJIO_MUTATIONS_ENABLED, dry-run by default). Until you flip that flag in the dashboard, the copilot proposes but cannot write.

The failure lands in ai_tool_calls with the error payload. The copilot tells you, suggests a retry, and never silently swallows. Conversations are replayable, so you can re-run the failed step from the UI.

Conversations persist forever inside your seller scope. The model itself does not learn from your data — your conversations stay in your tenant. Fine-tuning on customer data is not part of the A1 contract and would require explicit opt-in.

Robnu uses a single gateway abstraction in services/ai/gateway.ts. The A1 default is a hosted frontier model with a deterministic local fallback for development. Provider can be swapped without product code changes.

Try it inside your own dashboard.

Free during early access. No card. Forever free under 25 orders/day.

build 547000c1ac5d3ea9cb039864711ed788f9948b69 · 2026-06-12T02:03:58+05:30