AdvEngineYour Advantage Engine
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High-performance analytical system for investment professionals

Find opportunities, evaluate investments, present your thinking and monitor what matters. Built-in data and purpose-built AI, customized to the way your team works.

Built for

  • Hedge funds
  • Private equity
  • Asset managers
  • Venture capital
  • Investment banks
  • Corporate development
Ask AdvEngine home screen with workflow launcher

Real screen recordings, just trimmed and sped up. No mockups or staged demos.

What you can do with AdvEngine

A wide range of capabilities.
Customized to your workflows.

Each capability is built as a dedicated workflow, application or AI agent. Launch any of them directly, or from one window where AdvEngine coordinates them all. Together, they cover everything from your next idea to your next investment review.

Build a better pipeline of ideas

Discover more investment opportunities that match your strategy.

Example workflow

Automatically synthesize periodic research papers to surface ideas. Then analyze the ideas independently and use them to screen the investment universe. Finally, test the resulting shortlist for blind spots before moving into deeper research and evaluation.

Automatic idea sourcing

Surface investment ideas automatically from multiple sources, so you can discover opportunities more efficiently.

Powerful screeners

Filter the investment universe using financial criteria and any qualitative questions to build a focused shortlist. Use the same approach to identify acquisition targets and potential buyers.

Deep topic and sector research

Explore a topic or sector in depth, map its value chain and find companies exposed to the trends you care about.

Find blind spots and stress-test ideas

Challenge your assumptions, uncover blind spots and counter-evidence, and identify key questions before evaluating ideas in detail.

And more

  • Traditional quick information pages
  • Patterns and differences across documents
  • Grids

An integrated platform that automates complex research and analysis

Every capability draws on the same engine, intelligence and workspace, and each part is built to work with the others.

Engine

Runs the work

Automation engine

Research and analysis that runs in the background

Set workflows to run on a schedule or when something changes, such as new earnings, filings or news. The engine carries them out in the background across your companies and portfolio, connected to the data and tools each one needs.

Your team reviews the results and decides what to act on. This is how investment professionals can work in the age of AI: far more productive, because routine work no longer waits for someone to start it.

Purpose-built AI harness

Complex analysis, orchestrated across top models, data and tools

Our own orchestration layer connects leading models across providers with data sources and specialist financial tools. It breaks complex research and analysis into steps, routes each one to the right model or tool, and checks the work along the way.

Designed around how investment professionals work, it produces higher-quality outputs than general-purpose AI tools and other specialized platforms.

Intelligence

Brings rigor to each step

Knows when to use AI, and when not to

Language models, decision models and other specialized AI handle reading, reasoning and writing. Calculations, rules and validation run on deterministic engines, so the numbers are exact and repeatable every time.

Financial ontologies

Structured relationships between companies, sectors, KPIs and financial concepts help AI interpret information in context and connect related evidence across sources.

Traceable to the source

Findings link back to their evidence and figures to the inputs behind them, so your team can verify the work before relying on it.

Workspace

Keeps the work together

A unified workspace that keeps you focused

Research, models, notes and reports live in one workspace designed for efficiency, so you stop juggling tools and your attention stays on the analysis. Small details make a massive difference: clip a chart, a transcript passage or any text into your smart notes instantly, and follow companies and open questions as they develop.

Connected to the sources you rely on

Work with market data, filings, transcripts, news and many other sources, including industry-specific data for the sectors you cover. Your own files and research providers sit alongside them, and if you need a new source, we connect it for you.

Your process, your formats

Workflows follow your research process. Outputs follow your structure, depth and branding, from Excel models to memos and presentations.

Connect the tools your team already uses

Bring email, files and team knowledge into your research workflow. Connections are configured around your team’s tools and requirements.

  • Microsoft 365
    SharePoint
  • Google Workspace
    Gmail & Drive
  • Slack
  • Notion
  • Dropbox
  • Box
  • …and more
Why use AdvEngine

We flipped the ratio.
20% routine work, 80% thinking and execution.

More time for what matters

Focus on strategic decisions, not repetitive tasks.

Time on routine tasks
Reversed ratio
Traditional80% of day
With AdvEngine20% of day
Time on valuable work
4x increase
Traditional20% of day
With AdvEngine80% of day

Faster financial modeling

Build complex models in a fraction of the time.

Time per model
Up to 95% faster
Traditional3–5 days
With AdvEngine1–3 hours
Error risk
Significantly lower
TraditionalHigh risk of mistakes
With AdvEngineMinimal risk

Finding the right information

Comprehensive research to help you avoid missing key details.

Research time
Up to 12x faster
Traditional3–5 hours
With AdvEngine15–30 minutes
Sources analyzed
Much broader coverage
Traditional10–30 sources
With AdvEngine50–100 sources
Information and Research chat summarizing a Microsoft earnings call in AdvEngine
Client experience

Different workflows.
Concrete outcomes.

Three firms, each starting from the way it already worked and a specific problem to solve.

Hedge fund
10+4 systems

A simpler research stack

AdvEngine replaced most of the fund’s research tools, keeping only where the team stores data and runs quick calculations, like Excel.

Transcript analysis with more than 100 tags per transcript

Findings feed a smart note, ready for further AI analysis

Investment boutique
Weeks10 min

Reports that meet the bar

General-purpose AI missed the firm’s standard, even with heavy rework. AdvEngine turns weeks of work into 10 minutes plus light polishing.

Detailed research with checks and source traceability

Laid out in the firm’s house style

Asset manager
ManualAutomatic

Ideas that track themselves

Followed by hand, ideas and the work behind them got lost. Now AdvEngine tracks each thesis automatically, using the firm’s own method.

New evidence linked to each investment case

A clear view of which ideas are strengthening or weakening

Based on individual client experiences. Results depend on the workflow and level of customization.

Why teams switch

More time on the investment.Less time getting the tools to work together.

Bring the work together so your team can focus on the decisions behind it.

Legacy platforms

Not designed for AI

Often an aging stack, layers of process and a business to protect, so the AI ends up mostly cosmetic.

AdvEngine is AI-native from day one, on a modern stack, with the same information and functions a split second away.

General-purpose AI

A generalist, not an analyst

Needs connectors, tuning and data subscriptions, and ties you to a single model provider.

AdvEngine is built for investors: data in place, top models from every provider, exact financial logic.

AI point solutions

One step, not the full cycle

Many are wrappers around the same general models, built for a single task and one more login.

AdvEngine covers the full cycle, with ontologies, data, automations and more working as one system.

In-house builds

Fits like a glove, built like a prototype

It can look finished while the logic is thin. Engineers and data are expensive, and keeping up with AI is a full-time job.

AdvEngine is tailored to your team, built and maintained by top practitioners.

More details in our FAQ

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