Independent Equity Research

Produce more source-supported research per analyst.

Produce more source-supported research per analyst by connecting filing research, earnings analysis, Excel modeling, AI, valuation, and publishable output in one workflow.

The Massari Engine: One connected dataset across research, financials, earnings, Excel, AI, portfolios, risk, optimization, and reporting, with every number traceable to its source.
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The Problem & Painkillers

Analyst time is being spent on production work instead of insight.

On earnings night and throughout quarterly reporting, equity research analysts spend hours transcribing conference calls, cross-referencing footnotes, re-keying numbers into valuation templates, and rebuilding publication tables.

Friction & Pain

Re-keying reported earnings numbers into financial models creates constant risk of clerical transcription error.

Massari Painkiller

Automated SEC filing extract with live =MASSARI.FIN() formulas connected to primary EDGAR disclosures.

Outcome: 1-click earnings model updates with 100% verified cell auditability.
Friction & Pain

Commercial financial data feeds use opaque recasting methodologies that analysts cannot audit or trace back.

Massari Painkiller

Click-to-source financial statements that highlight the exact row in the company's official 10-K/10-Q.

Outcome: Publish with total confidence in underlying data integrity.
Friction & Pain

Analysts manually search across dozens of historical quarters to track management guidance and KPI evolution.

Massari Painkiller

AI document search and verbatim earnings transcript intelligence with speaker attribution and quote citations.

Outcome: Surface multi-year guidance changes and executive tone shifts in seconds.
Friction & Pain

Formatting tables and exporting charts for research publishing takes hours away from qualitative analysis.

Massari Painkiller

Pre-built publication-ready comps, sensitivity tables, and revenue attribution charts.

Outcome: Faster report turnaround from earnings release to published research.
Friction & Pain

Public AI chatbots hallucinate financial numbers and lack compliance audit trails.

Massari Painkiller

36 read-only deterministic MCP tools connecting frontier AI agents directly to verified SEC filings.

Outcome: Deploy AI assistants that cite exact document pages for every fact.

The Massari Solution

Move from question to cited answer to publishable research faster.

Massari delivers a single, unified workstation where primary filings, earnings transcripts, financial models, and publication-ready tables are seamlessly connected.

1

Search primary documents with AI

Ask natural language questions across decades of 10-Ks, 10-Qs, and 8-Ks with instant page-level citations.

2

Analyze earnings calls and verbatim commentary

Surface key commentary shifts, executive tone changes, and Q&A transcripts with speaker attribution.

3

Screen universe and build peer valuation comps

Screen across 19,000+ symbols and generate instant forward multiple comparison tables.

4

Sync live data directly into financial models

Maintain proprietary financial models with native =MASSARI.FIN() Excel formulas.

5

Connect AI agents via MCP & REST API

Equip internal LLMs and research scripts with 36 read-only financial tools that return auditable data.

6

Publish source-verified research reports

Export clean, citation-backed tables, charts, and investment memos for institutional distribution.


For Research Directors & Head of Research

Equip your firm with an institutional-grade research engine.

Standardize research production across your coverage universe while ensuring every published note meets the highest standard of source integrity.

Eliminate data transcription errors across all published models
Enable faster report turnaround on earnings night
Provide analysts with citation-backed AI document search
Full API and MCP integration for custom firm infrastructure

Workflow Transformation

Before vs. After Massari

How the day-to-day workflow fundamentally shifts when every document, model, and portfolio calculation is connected to the source.

Workflow AreaLegacy Multi-Tool StackMassari Connected Workflow
Earnings Report Publishing4-6 hours per company manually compiling numbers and transcripts< 45 minutes with automated filing extract and live model updates
Evidentiary StandardThird-party data feeds without verifiable audit trailsEvery number clicks directly to the original highlighted SEC filing
Peer Multiples & CompsManually re-building Excel comparison tables across coverage listInstant natural language screening and real-time comp tables
AI IntegrationPublic AI tools that hallucinate numbers and lack financial contextDeterministic MCP tools providing primary-source financial data
Analyst Morale & RetentionAnalysts burnt out doing clerical copy-pasting and data entryAnalysts focused on differentiated qualitative and thematic insights

Product Proof

Engineered for Evidentiary Rigor

Every capability is built on primary financial disclosures with persistent source verification.

EDGAR Native

Comprehensive SEC Filing Archive

Search and cross-reference decades of 10-Ks, 10-Qs, 8-Ks, proxies, and prospectuses with full auditability.

Audio & Transcript

Earnings Call Intelligence

Full earnings call transcripts with interactive Q&A search and sentiment analysis.

Live Formulas

Excel Modeling Add-in

Native =MASSARI.FIN formulas powering institutional valuation models and DCFs.

19,000+ Symbols

Natural Language Screener

Filter and sort companies by financial ratios, growth metrics, and valuation multiples.

Agent Ready

MCP Tools for Claude & ChatGPT

36 read-only tools enabling AI agents to query financials, filings, and estimates.

Publish Ready

Source-Linked Report Builder

Create client-facing research notes with clickable source links and verified tables.

See how much research production can happen in one workflow.

Bring us one recurring research process, such as an earnings update, company deep dive, or valuation report. We’ll show you how Massari streamlines research production.

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