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Home / Hebbia Alternative

Hebbia Alternative
for Private Equity

Hebbia helps analysts search documents faster. WorkWise automates entire PE workflows — deal screening, portfolio monitoring, IC memos, LP reporting — so the work runs without anyone starting it.

That is the real difference. A tool that helps your team ask better questions of documents, versus a system that does the work automatically. Which one you need depends on where your firm's bottleneck actually sits.

Two Different Approaches to AI in PE

Hebbia's Matrix product runs parallel queries across data rooms, CIMs, earnings transcripts, and SEC filings. It pulls answers from hundreds of documents at once. For research-heavy tasks, it cuts the time analysts spend reading.

The model: your team asks questions, Hebbia finds answers faster. The judgment, synthesis, and decisions still sit with the analyst.

WorkWise builds custom AI systems that run PE workflows end-to-end. The AI Deal Screener doesn't help an analyst read a CIM faster — it reads the CIM, scores the deal against your thesis, flags risks, and generates a screening memo automatically. No analyst needed to start the process.

Where WorkWise Differs

With Hebbia, an analyst asks a question and gets answers from your documents. With WorkWise, a workflow runs automatically — every time a new CIM arrives, every Monday for portfolio KPI alerts, every quarter for LP report drafts.

Hebbia works across finance, legal, government, and other industries. WorkWise builds only for PE and alternative investment firms. The scoring models, output formats, and integrations (your CRM, data room, portfolio system) are designed for PE from day one — not adapted from a general tool.

If you want analysts to read faster, Hebbia is worth evaluating. If you want to stop doing the same analytical work every week, a custom workflow system is a better fit.

Runs Your Workflows, Not Your Queries

Deal screening, portfolio monitoring, IC memo drafts — the system runs these automatically. No analyst has to start each task.

PE-Specific from Day One

Built exclusively for PE workflows. Scoring models calibrated to your investment thesis, output formats your IC recognizes, integrations with your existing deal and portfolio systems.

Your Data Is Never Stored

Your deal data and portfolio data never train public models. Every system runs in your own environment. Your information stays yours.

Hebbia vs. WorkWise: Key Differences

WorkWise Solutions Hebbia
Primary Use Case Automate defined PE workflows end-to-end Accelerate analyst research across large document sets
Model Custom-built systems for your firm Subscription product used across industries
Analyst Involvement System runs automatically; analyst reviews outputs Analyst formulates queries and interprets results
PE Workflow Coverage Deal screening, portfolio monitoring, IC memos, LP reporting Primarily due diligence document review and research
Investment Thesis Logic Scoring models calibrated to your specific criteria Queries defined by the user at runtime
Data Privacy Zero-retention, deployed in your environment SaaS platform; review their data handling terms

When Each Approach Fits

Hebbia fits well when:

Your primary bottleneck is analyst time spent reading documents. You have large, irregular document sets (data rooms, research archives) and your analysts are formulating different questions on every deal. Hebbia's strength is flexible, ad-hoc document intelligence across unpredictable document types.

WorkWise fits better when:

You have repeatable workflows — every new CIM gets the same initial screening, every portfolio company gets the same monthly KPI review, every quarter triggers the same LP reporting process. When the process is defined, custom AI can run it automatically. You don't need an analyst to ask the same questions every time.

Honest take: Hebbia is a strong product for document-intensive research. WorkWise is a better fit for firms that want to automate their core PE workflows rather than assist analysts in navigating them. Some firms use both — Hebbia for unstructured research tasks, WorkWise for their defined operational workflows.

Read: Best AI Tools for PE Due Diligence 2026 →

See What Workflow Automation Looks Like

A 30-minute call to walk through how custom AI handles your specific PE workflows — and where it creates leverage that document search tools cannot.

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