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Aveni Intelligence Engine

Aveni Intelligence
powers every Wealth
and Compliance product

It combines three tiers of AI models with a compliance layer that checks every result against UK regulation.

Why three model types

The right model at the right time

Each task goes to the tier that fits its complexity, speed and accuracy needs, automatically.

Live layer Specialist classifiers · Built for speed

Tier 1 runs first

Every conversation is scanned in real time by lightweight classifiers before anything downstream is triggered.
Depth layer FinLLM · Built for regulatory reasoning

Tier 2 does the reasoning

FinLLM, Aveni’s own models, handles the specialist work: suitability, complaint handling, vulnerability, Consumer Duty analysis.
Learn more about FinLLM
Fallback layer Frontier models · Built for breadth

Tier 3 handles the rest

General-purpose models take anything outside FinLLM’s specialism: general reasoning, creative drafting, edge cases.
Tier 01

Fast, real-time compliance monitoring

Tier 1 models check every conversation as it happens, answering in about 0.2 seconds. It powers the high-volume monitoring inside Detect and Assure.

Detection Methods

Regex Embeddings RoBERTa ModernBERT
Cost Low
Latency ~0.2s
Best at Detection at scale
Tier 02

FinLLM, built for UK financial services

FinLLM is Aveni’s own family of language models. It’s trained on a 100-billion-token corpus of real advice conversations, complaint journeys and compliance decisions built over seven years, alongside FCA rules and guidance. It handles the work that needs specialist judgement such as suitability, complaint handling, vulnerability, Consumer Duty.

FinLLM model suite – 6 sizes

FinLLM-24B FinLLM-14B FinLLM-8B FinLLM-3B Instruct + Compliance
Cost Up to 25x lower
Latency <80ms
Accuracy High
Learn more about FinLLM
Tier 03

General-purpose AI

For drafting, general reasoning and edge cases outside financial services, the engine uses leading models from OpenAI, Anthropic and Google. Their output passes through the same compliance checks as everything else.

Providers

Google Gemini Anthropic Claude OpenAI GPT
Cost Highest
Latency Moderate
Best at Breadth & drafting

Built for the reality of regulated financial services

See how the engine works inside Aveni’s Wealth and Compliance solutions.