Agentic infrastructure for asset managers

The agentic analysis tool taking you from data and research to portfolios

Ask a question in plain English and get a modeled answer.

Agentic Analyst · Research Desk

run / simply-just-askSample output

Ask in plain English.

Simply Just Ask

Query any dataset, build models, explore portfolios — via a simple LLM interface

Agentic Infrastructure for Asset Managers

Problem & Solution

AMSSAI turns simple questions into data pulls, models and optimized portfolios — with a full audit trail behind every step.

In the legacy world, every new idea has to wait on a data pipeline, data mapping, data cleansing, robust Python development, or even a spreadsheet before anyone in research or portfolio management can build a thesis.

The problem

Research is locked behind SQL and Python — analysts wait on data teams to pull and join datasets before they can test an idea.

Portfolio construction is manual — rebalancing and optimization happen in spreadsheets disconnected from the latest models.

Model research doesn't scale — most desks can only test a handful of new models a quarter.

Model decisions are opaque — nobody has a clear record of which model drove which allocation.

AMSSAI not only eliminates that work but also gives you powerful agents to enhance your research time to market.

Conversations not coding.

Run research and portfolio workflows using a simple LLM interface.

The agentic solution

The Platform

Three integrated modules.

Modernizing the research and portfolio workflows with quant precision and speed.

Find & Query Data

Natural-language data query — ask any question across market, fundamental, and alternative data and get an answer, not a ticket.

Ask your data anything, in plain English, and get a modeled answer.

Query market, fundamental & alt data conversationally
Automatic joins across vendor feeds

Find & Query Data

Create Models

Model creation — generate, backtest, and monitor new models continuously, with full lineage.

Generate, test, and monitor models continuously, at research speed.

Automated backtesting and decay monitoring
Full lineage from hypothesis to production

Create Models

Explore Portfolio Ideas

Portfolio ideas from models — build, rebalance, and optimize portfolios against your constraints, grounded in your models, in conversation.

Build, rebalance, and optimize portfolios based on your models, through conversation.

Constraint-aware construction and optimization from natural language
Instant what-if scenarios

Explore Portfolio Ideas

One agentic platform.

Why AMSSAI

The first agentic platform built for asset managers

One vendor model — removing the vendor long tail that fragments today's investment research stack.

Built end-to-end for AM workflows: Purpose-built for the realities of asset management — compliance, data entitlements, and model risk — not a general-purpose copilot retrofitted to finance.
Deep data integrations: We're partnered with Quant Data Bureau to provide out-of-the-box content that powers your queries — but the platform is entirely data-agnostic and works seamlessly with all incumbent data solutions.
LLM-agnostic agent layer: Works across all frontier and open-weight models, giving you the ability to swap, inspect, compare, and audit against different LLMs.
Secure control of your IP: A secure container protects your markdown files end to end, ensuring your IP remains your IP.

See the agent at work

Talk to our team about how AMSSAI turns natural language into data answers, models, and portfolios.

Agentic Infrastructure for Asset Managers

AMSSAIA Quantbot Ventures company