Neuro-symbolic cognitive infrastructure

Intelligence proposes.
Finura decides.

FINURA AI is the cognitive engine for trustworthy autonomous AI — the governance layer between the model and your systems. Our neuro-symbolic engine and Alpha Triad make AI agents reason, check themselves and stay accountable, starting with banks.

The problem

AI agents can generate.
They can't yet be trusted to act.

They can't reason

Outputs are plausible, not provably correct.

They can't remember

No durable memory or context across tasks.

They can't prove decisions

No record of why an action happened.

Risk and compliance teams can't prove who allowed what — so agents never reach production in banks.

Why now

Two forces are arriving together

01

Enterprises want agents that act

Not just chat: agents that run workflows, transactions and operations.

02

Regulators demand accountability

Proof of who authorised every action an agent takes.

“Bigger models won't win the next wave of AI. Better cognitive architectures will.”
The engine

The Neuro-Symbolic Intelligence Engine

Reasoning you can inspect.

Neural models

Perception, language and pattern recognition.

Symbolic logic

Explicit rules and policies that can be checked.

Long-term memory

Context that persists and compounds.

Knowledge graphs

Structured relationships between entities, facts and rules.

NeuralSymbolicMemoryKnowledge FINURAENGINE
Alpha Triad

The Alpha Triad

Three agents in a closed loop: plan, act, check — and re-plan when something is off.

PLANNEREXECUTORCRITIC GOVERNED LOOP
Planner

Decomposes goals into executable sub-tasks.

Executor

Carries out approved steps with tools, APIs and memory.

Critic

Checks each step against policy, pauses for human approval, records a tamper-evident audit, and triggers re-planning.

How it works

How a governed run works

Every run passes through ten cognitive stages, with the Critic watching each one.

01Perceive
02Interpret
03Contextualize
04Plan
05Reason
06Validate
07Execute
08Observe
09Reflect
10Learn

Policy pause + human-in-the-loop

High-risk steps stop until a person approves.

Tamper-evident audit

Every decision is recorded and the audit trail is verified.

Governed plan reuse

Approved plans are reused safely via a semantic cache.

Cognitive security

Untrusted text can inform the model, never grant authority.

Run the live refund demo

Proof

Built, tested, attacked

2,300+

Automated tests

20

Adversarial tests across 10 attack classes, from prompt injection to exfiltration

Working

In local pilots

Next

Seeking our first bank pilot

Traction

Early signals

Beachhead

Built for banks first

Governed AI agents that check policy, decide, and record — so banks can put autonomy into production.

$5.8B

Global AI governance market by 2029, 45.3% CAGR.

Source: MarketsandMarkets, 2024

$328.8B

The AI-in-banking market by 2033, which governance sits within.

Source: Grand View Research, 2026

Expansion

One engine, many industries

STOCK I/O

Global Financial Intelligence OS

PRAAN AI

Healthcare Intelligence OS

NEST AI

Autonomous Home Intelligence OS

Agent Marketplace

Governed agents built on the engine

Banks are the beachhead. The engine is reusable everywhere decisions must be trusted.

Research

FINURA Labs

Research first, products second.

01

Neuro-symbolic engine

02

Memory systems

03

Knowledge graphs

04

Multi-agent orchestration

05

Autonomous learning loops

06

Explainable decision architectures

Roadmap

From first pilot to cognitive networks

2026

Foundation + first bank pilot

2027

Market entry, vertical products, agent marketplace

2028

Scale and enterprise partnerships

2029

Full stack across industries

2030+

Global cognitive networks

Team

Leadership

Ashish Tatikunta

Founder & CEO

Get in touch

Partner with us on the first governed bank pilot

Banks: bring one workflow; we'll show it running with policy checks, human approval and a verifiable audit trail.

Builders: see pricing and join the waitlist for early API access.

Investors: we're raising our pre-seed round. Let's talk.

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