RAG Knowledge Retrieval
Enterprise knowledge retrieval grounded in your documents — no hallucination, full auditability, and a source citation on every answer.
- Cited
- Every answer sourced to a document
- No guess
- Ungrounded questions are escalated
- Traced
- Full retrieval trail behind every answer
Query
What are the drawdown provisions in our Q4 2025 credit facility agreement?
Answer
Under §4.2(b), drawdowns require 3 business days’ notice. Max single drawdown ₹50 crore. Utilisation above 70% triggers automatic CFO notification. Sources: CFA_Q4_2025.pdf §4.2, Credit_Board_Resolution_Nov25.pdf §7
AI Governance Gate
Every model decision that affects a human outcome passes structured review — explainability, bias check, human override — before it executes.
- 9
- Mandatory governance gates
- Auditable
- Every decision logged with an audit trail
- Override
- Human override available at every gate
Decision
Credit application ML-2024-8812 → Recommend: Decline (score 0.38)
Gate 4 — Bias
No protected-class disparity detected. Confidence 94.3%. Primary factors: Debt-to-income (41%), Payment history (36%). Human override available. Approver: Credit Risk Officer
Audit Log
Decision logged with factor weights, model version, timestamp, officer ID. Immutable record retained 7 years (RBI IT Framework §4.7).
Intelligent Process Automation
Multi-step document and approval workflows that complete autonomously where rules allow — and escalate intelligently where they don’t.
- Routed
- Exceptions escalate with an explicit SLA
- Matched
- 3-way match and validation before approval
- 24/7
- Runs continuously, human review on exceptions
Trigger
Invoice received: TechCorp Ltd — ₹18,74,500 — PO ref PO-2025-1192
Extract
Vendor ID, PO number, line items, GST, bank details extracted. Matched to PO-2025-1192 (approved ₹20L). Delta within 10% threshold.
Validate
Vendor KYC current · 3-way match pass · duplicate check clear · GST validation pass.
Route
Amount < ₹25L → Finance Manager auto-approval triggered. ETA 2h. Audit trail INV-2025-7741.
AI-Driven Analytics
Predictive models and real-time analytics that surface the decisions your team should be making — not the ones already made.
- Explainable
- Every flagged decision shows its contributing factors
- Reviewed
- Borderline cases route to a human analyst
- Logged
- Every decision retained with a full audit trail
Signal
TX-9912: ₹4,83,000 | Merchant GlobalTech | 02:17 IST | New device | Singapore
Model
Fraud probability 0.87 | New device (0.34), Unusual geography (0.28), Off-hours (0.25) | Action: flag for real-time review | Confidence 91%
Resolution
Routed to fraud-analyst dashboard. Reviewed in 38s. Outcome: Blocked. Customer notified via SMS in 12s. Zero false positives on this account in 90 days.
Three ways to engage the lab
From a self-serve look at the patterns to a guided session scoped to your own use case.
Self-serve
No sign-up
- Browse the capability patterns on this page
- See representative interaction traces for each capability
- Understand the governance built into each
Working session
By request
- A walkthrough mapped to your data and workflow
- Q&A with the person who builds these systems
- A clear technical read on feasibility
Enterprise demo
Scheduled
- A demo scoped to your specific use case
- The person who would do the work
- A written technical recommendation
How the lab handles your data
Session isolation
Any data shared in a guided session is isolated to that engagement and never pooled across clients.
No training on your data
Material you bring to a demo or session is never used to train models. It exists only to demonstrate the pattern against your context.
Governed by default
Every pattern shown carries the same auditability and human-oversight controls Avyon Intelligence builds into every production system — not a relaxed demo mode.
See Avyon Intelligence capabilities applied to your challenge
Request a 45-minute guided session with the person who would do the work. Bring your use case. Walk away with a clear technical recommendation and implementation path.