Document intelligence
Turning complex financial documents into structured information, while keeping track of the details that matter.
Explore AWEIntelligence,
grounded in evidence.
Exploring what AI can do for wealth and equity.
And doing the work to find out how well it does it.
From complexity to clarity.
01Our research
Explore our focus
Document intelligence
AWE / 001
How well does AI read
financial documents?
Introducing AWE: the Assets & Wealth Extraction Benchmark. Realistic financial documents. Exact answer keys. Field-by-field evaluation.
Explore the benchmark
Model economics
LLM / 002
The intelligence you need.
The cost behind it.
Compare model pricing across providers and explore what different workloads actually cost. Better decisions start with a clearer picture.
Open the LLM cost calculator02Focus areas
Closing the gap between what AI promises and what it delivers in practice.
Model economics
Understanding the tradeoffs between capability, cost, and speed so the right model can meet the right workload.
Compare model costsReliable evaluation
Testing against known answers, examining failure modes, and making the limits of each result visible.
Inside our approach03Our approach
Good questions.
Verifiable answers.
In wealth and equity, the details are the work. Our research starts with practical problems and follows the evidence, from individual fields to the economics of a complete workflow.
01Start with the real task
A fund letter is more than a page of text. Names, dates, tables, and numbers have to be read together. AWE uses realistic financial document layouts to test extraction in that context.
02Know the ground truth
Our benchmark documents are generated from a financial model with exact answer keys. The underlying records let us check individual fields without publishing private investor documents.
03Make the tradeoffs visible
Accuracy is one part of the picture. We examine missing fields, incorrect values, failed documents, cost, and latency so a strong headline score does not hide practical limitations.
Research into practice
Understanding more.
Building better.
This is the thinking behind our work at Mantle.
Explore what we're building for wealth and equity.