From SEC filings to DCF-ready Excel files and insights with source validation in a click of a button

How It Works

One Click Automation

Enter Ticker

Type any US public company ticker, we cover 3,000+ companies and 1,800+ ADRs

Select Workflow

Choose from 12 research workflows form data extraction to earnings to valuation

Launch

Get updated DCF-ready Excel files, insights charts, and cited reports

Remove the grunt work · Focus on what matters

Our vision is to free research professionals from data assembly and data updates so they can focus on differentiated analysis.

40+ hours saved per company, cross-document AI with citations, coverage across 3,000+ companies all because we transformed the data first.

Jitendra Waral

Founder & Former Tech Analyst

Remove the grunt work · Focus on what matters

Our vision is to free research professionals from data assembly and data updates so they can focus on differentiated analysis.

40+ hours saved per company, cross-document AI with citations, coverage across 3,000+ companies all because we transformed the data first.

Jitendra Waral

Founder & Former Tech Analyst

Remove the grunt work · Focus on what matters

Our vision is to free research professionals from data assembly and data updates so they can focus on differentiated analysis.

40+ hours saved per company, cross-document AI with citations, coverage across 3,000+ companies all because we transformed the data first.

Jitendra Waral

Founder & Former Tech Analyst

Remove the grunt work · Focus on what matters

Our vision is to free research professionals from data assembly and data updates so they can focus on differentiated analysis.

40+ hours saved per company, cross-document AI with citations, coverage across 3,000+ companies all because we transformed the data first.

Jitendra Waral

Founder & Former Tech Analyst

PreDesk for Workflow Automation

What used to take hours now happens in minutes. Focus on analysis, not the grunt work

PreDesk handles end-to-end automation of data assemble, updates and cross-document analysis of anomolies every quarter for your coverage universe in a click-of-a-button.

Financial Modeling

Get DCF-ready KPIs, statements and detailed segment excels in a click

Earnings Automation

Get earnings call changes as soon as they become available

Auto Trend Detection

Let AI detect financial anomolies every quarter and chart it for you

PreDesk for Workflow Automation

What used to take hours now happens in minutes. Focus on analysis, not the grunt work

PreDesk handles end-to-end automation of data assemble, updates and cross-document analysis of anomolies every quarter for your coverage universe in a click-of-a-button.

Financial Modeling

Get DCF-ready KPIs, statements and detailed segment excels in a click

Earnings Automation

Get earnings call changes as soon as they become available

Auto Trend Detection

Let AI detect financial anomolies every quarter and chart it for you

PreDesk for Workflow Automation

What used to take hours now happens in minutes. Focus on analysis, not the grunt work

PreDesk handles end-to-end automation of data assemble, updates and cross-document analysis of anomolies every quarter for your coverage universe in a click-of-a-button.

Financial Modeling

Get DCF-ready KPIs, statements and detailed segment excels in a click

Earnings Automation

Get earnings call changes as soon as they become available

Auto Trend Detection

Let AI detect financial anomolies every quarter and chart it for you

Our Workflows

Financial Modeling & Research Workflows

Every workflow runs in minutes, updates automatically when new filings drop, and cites every number to source.

Non-Financial KPIs

Excel extraction of critical operating metrics like unit counts or users. Tracks specialized data points hidden in text and tables

Non-Financial KPIs

Excel extraction of critical operating metrics like unit counts or users. Tracks specialized data points hidden in text and tables

Non-Financial KPIs

Excel extraction of critical operating metrics like unit counts or users. Tracks specialized data points hidden in text and tables

Financial Insights Analysis

Automated identification of margin trends and growth drivers. Cross-document reasoning between filings and earnings transcripts

Financial Insights Analysis

Automated identification of margin trends and growth drivers. Cross-document reasoning between filings and earnings transcripts

Financial Insights Analysis

Automated identification of margin trends and growth drivers. Cross-document reasoning between filings and earnings transcripts

Segments KPI Insights Analysis

Performance analysis of specific business segments over time. Highlights underlying drivers for regional or product-level shifts each quarter

Segments KPI Insights Analysis

Performance analysis of specific business segments over time. Highlights underlying drivers for regional or product-level shifts each quarter

Segments KPI Insights Analysis

Performance analysis of specific business segments over time. Highlights underlying drivers for regional or product-level shifts each quarter

Cashflow Insights Analysis

Deep dive into working capital changes and capital intensity. Identifies & charts structural cash flow anaomolies each quarter

Cashflow Insights Analysis

Deep dive into working capital changes and capital intensity. Identifies & charts structural cash flow anaomolies each quarter

Cashflow Insights Analysis

Deep dive into working capital changes and capital intensity. Identifies & charts structural cash flow anaomolies each quarter

Fair Value Analysis

Automated valuation modeling and intrinsic value estimation. DCF-ready data integration with customizable assumptions

Fair Value Analysis

Automated valuation modeling and intrinsic value estimation. DCF-ready data integration with customizable assumptions

Fair Value Analysis

Automated valuation modeling and intrinsic value estimation. DCF-ready data integration with customizable assumptions

Peer Comps Tables

AI generated peers based on business segments giving you metric comparison across 5,800+ companies

Peer Comps Tables

AI generated peers based on business segments giving you metric comparison across 5,800+ companies

Peer Comps Tables

AI generated peers based on business segments giving you metric comparison across 5,800+ companies

Management Assessment

Analysis of executive commentary and strategic consistency. Tracks shifts in management focus and sentiment across last eight quarters

Management Assessment

Analysis of executive commentary and strategic consistency. Tracks shifts in management focus and sentiment across last eight quarters

Management Assessment

Analysis of executive commentary and strategic consistency. Tracks shifts in management focus and sentiment across last eight quarters

Earnings Call Changes

Side-by-side comparison of guidance and tone shifts. Quarter-over-quarter change detection with cited quotes.

Earnings Call Changes

Side-by-side comparison of guidance and tone shifts. Quarter-over-quarter change detection with cited quotes.

Earnings Call Changes

Side-by-side comparison of guidance and tone shifts. Quarter-over-quarter change detection with cited quotes.

Prolly MCP for Deeper Analysis

Research financials in your own AI with our MCP server. No more hassle of uploading files

Prolly MCP brings trasnformed financial data directly into Claude and other AI systems in real-time so you can dive deeper with source validation for your coverage universe

Citation Linking

Always get granular citation linking with every question you ask

Updated Filings

Real-time transformed data injected into MCP server when it's available

Earnings Coverage

Earnings coverage for 3000+ US companies and 1800+ additional ADRs

_

Generate

Prolly MCP for Deeper Analysis

Research financials in your own AI with our MCP server. No more hassle of uploading files

Prolly MCP brings trasnformed financial data directly into Claude and other AI systems in real-time so you can dive deeper with source validation for your coverage universe

Citation Linking

Always get granular citation linking with every question you ask

Updated Filings

Real-time transformed data injected into MCP server when it's available

Earnings Coverage

Earnings coverage for 3000+ US companies and 1800+ additional ADRs

_

Generate

Prolly MCP for Deeper Analysis

Research financials in your own AI with our MCP server. No more hassle of uploading files

Prolly MCP brings trasnformed financial data directly into Claude and other AI systems in real-time so you can dive deeper with source validation for your coverage universe

Citation Linking

Always get granular citation linking with every question you ask

Updated Filings

Real-time transformed data injected into MCP server when it's available

Earnings Coverage

Earnings coverage for 3000+ US companies and 1800+ additional ADRs

_

Generate

Use Cases of PreDesk by Segment

Automate grunt work in financial modeling, earnings and competitive intelligence. Auto-run workflows for companies you track.

PreDesk and our MCP server gives wider segments of institutional research the breadth and depth of workflows that can take the hassle out of data monitoring and updates

Buy-Side PMs & Analysts

Portfolio monitoring, financial modeling, earnings automation, management assessment & valuation

Buy-Side PMs & Analysts

Portfolio monitoring, financial modeling, earnings automation, management assessment & valuation

Buy-Side PMs & Analysts

Portfolio monitoring, financial modeling, earnings automation, management assessment & valuation

Sell-Side Analysts & Associates

Financial modeling and data updates, charting, peer group analysis, KPIs and earnings automation

Sell-Side Analysts & Associates

Financial modeling and data updates, charting, peer group analysis, KPIs and earnings automation

Sell-Side Analysts & Associates

Financial modeling and data updates, charting, peer group analysis, KPIs and earnings automation

Investor Relations

Industry peer group earnings tracking, peer group KPIs, earnings call changes and peer financial models

Investor Relations

Industry peer group earnings tracking, peer group KPIs, earnings call changes and peer financial models

Investor Relations

Industry peer group earnings tracking, peer group KPIs, earnings call changes and peer financial models

Corporate Strategy

Deep dive competititve intelligence with Prolly MCP, industry earnings monitoring and cross document insights

Corporate Strategy

Deep dive competititve intelligence with Prolly MCP, industry earnings monitoring and cross document insights

Corporate Strategy

Deep dive competititve intelligence with Prolly MCP, industry earnings monitoring and cross document insights

ROI Beyond Time Savings

· Save Time
· Go Deeper
· Go Wider


· Save Time
· Go Deeper
· Go Wider


It's not just about automating grunt work, with our cross document analysis, MCP server, auto data updates and wide coverage you can transform your workflows to do deeper research than what was manually possible.

It's not just about automating grunt work, with our cross document analysis, MCP server, auto data updates and wide coverage you can transform your workflows to do deeper research than what was manually possible.

Impact Calculator
Companies Covered10
Hours Spent on Grunt Work40
Cost per Hour$150
Cost of Grunt Work: $60,000
Impact Calculator
Companies Covered10
Hours Spent on Grunt Work40
Cost per Hour$150
Cost of Grunt Work: $60,000
Impact Calculator
Companies Covered10
Hours Spent on Grunt Work40
Cost per Hour$150
Cost of Grunt Work: $60,000

Why It's Reliable

Clean LLM Ready Data

Financial data was never built for probabilistic LLMs - it was built for humans and deterministic algorithms. That's why AI keeps failing at mission critical tasks. We ground up transformed every data source into our proprietary formats that work reliably with today's reasoning models

Ground-Up Transformation

Ground-Up Transformation

Ground-Up Transformation

Not scraped. Transformed. We convert SEC filings at the document structure level - across text, tables and images - then compress it for context control for LLMs yielding reliable outputs

Not scraped. Transformed. We convert SEC filings at the document structure level - across text, tables and images - then compress it for context control for LLMs yielding reliable outputs

Deterministic Validation

Deterministic Validation

Deterministic Validation

Math that checks out. 20+ algorithmic steps from source to final output. Balance sheet equations. Cash flow reconciliation. If the numbers don't tie, we flag it - not guess. Workflows handled by combining deterministic and probabilistic techniques

Math that checks out. 20+ algorithmic steps from source to final output. Balance sheet equations. Cash flow reconciliation. If the numbers don't tie, we flag it - not guess. Workflows handled by combining deterministic and probabilistic techniques

Cross-Company Normalization

Cross-Company Normalization

Cross-Company Normalization

Consistent across 3,000+ companies. Different companies report differently. We map line items based on specific disclosure of each company without, across tens of thousands of variations in disclosure

Consistent across 3,000+ companies. Different companies report differently. We map line items based on specific disclosure of each company without, across tens of thousands of variations in disclosure

Full Traceability

Full Traceability

Full Traceability

Every number has a source. Click source directly in the files and to verify from original filings or transcripts. Audit-ready. No black boxes.

Every number has a source. Click source directly in the files and to verify from original filings or transcripts. Audit-ready. No black boxes.

Expansive
Coverage

3,000+ US companies. 1,800+ ADRs.

3,000+ US companies. 1,800+ ADRs.

3,000+ US companies. 1,800+ ADRs.

Same rigorous data transformation methodology applied to every company - from mega-caps to small-caps, US-listed to ADRs

Same rigorous data transformation methodology applied to every company - from mega-caps to small-caps, US-listed to ADRs

Cross-Document Insights

Cross-Document Insights

Cross-Document Insights

A trend from one document, reasons with another. Our auto insight charts do cross document analysis where a trend spotted in SEC filings or transcripts get reasoned across each other so you don't miss context

A trend from one document, reasons with another. Our auto insight charts do cross document analysis where a trend spotted in SEC filings or transcripts get reasoned across each other so you don't miss context

Restatement Handling

Restatement Handling

Restatement Handling

Historical data that stays consistent. When companies restate, we update. Your time series analysis doesn't break because of accounting changes.

Historical data that stays consistent. When companies restate, we update. Your time series analysis doesn't break because of accounting changes.

Data Transformation on Autoplay

Consistent quality at scale with auto updates. Our proprietary pipeline applies the same transformation logic to every company. Apple and a small-cap get the same validation rigor. Get notified as soon as information updates

3,000+

US companies

1,800+

ADRs

40+

hours saved per company

Globe
Globe
Globe

Valuation Updated

Netflix

Cashflow Insights Ready

Mastercard

Earnings Analyzed

Apple

KPIs Analyzed

Google

Segment Insights Ready

VISA

Valuation Updated

Netflix

Cashflow Insights Ready

Mastercard

Earnings Analyzed

Apple

KPIs Analyzed

Google

Segment Insights Ready

VISA

Valuation Updated

Netflix

Cashflow Insights Ready

Mastercard

Earnings Analyzed

Apple

KPIs Analyzed

Google

Segment Insights Ready

VISA

Frequently asked questions.

Have more questions? We're here to help.

What grunt work does PreDesk actually automate?
icon

Automates extraction and reconciliation of financials, DCF modeling, peer comps, segments, KPIs and earnings call tracking. Handles all formatting and data prep so you can jump straight into high-level analysis.

How is this different from other automation tools?
icon

Most tools fail because the underlying data isn't transformed for AI use — raw filings and current financial data weren't built for LLMs. We built a proprietary database directly from the SEC filings that makes all our data sources work reliably. Thats' processing multi modal inputs across disclosure changes per company and its history, yielding to our system handling over 10,000+ disclosure variations realibly. That's the difference: our workflows are reliable because we transformed the data first.

What do I actually get as output?
icon

Working files you can use immediately: DCF-ready Excel with formulas intact (not static exports), insights charts with Key Trends highlighted, peer comparison tables, earnings call change reports. Every number linked to its source in the original filing. Ready for your assumptions and analysis.

Do I need to change how I work?
icon

No. Enter a ticker, pick a workflow, hit launch. You get outputs in the formats you already use — Excel files, charts, reports. PreDesk handles the grunt work; you keep doing analysis your way. We do the dishes so you can do the art.

How is the Prolly MCP server different than PreDesk?
icon

PreDesk gives you automated workflows with ready-to-use outputs. Prolly MCP brings our transformed data into the AI you already use — Claude and other AI platforms — so you can ask natural language questions across filings and transcripts with source citations routed to our data. Same reliable data foundation, different interface. PreDesk for structured outputs, MCP for exploration and deeper dives.

Why should I trust the outputs?
icon

Every data point traces back to its source — whether that's an SEC filing or trasncripts. Click any number and see where it came from. Plus, our pipeline runs 20+ deterministic steps — balance sheets must tie, cash flows must reconcile. If something doesn't check out, we flag it. No AI guessing.

Do you train on user data?
icon

No, all of our services are a uni-directional data pipe protected under SSO for users. Predesk and Prolly MCP server work on top of our own transformed data. We feed only our transformed data pipes to LLMs.

Frequently asked questions.

Have more questions? We're here to help.

What grunt work does PreDesk actually automate?
icon

Automates extraction and reconciliation of financials, DCF modeling, peer comps, segments, KPIs and earnings call tracking. Handles all formatting and data prep so you can jump straight into high-level analysis.

How is this different from other automation tools?
icon

Most tools fail because the underlying data isn't transformed for AI use — raw filings and current financial data weren't built for LLMs. We built a proprietary database directly from the SEC filings that makes all our data sources work reliably. Thats' processing multi modal inputs across disclosure changes per company and its history, yielding to our system handling over 10,000+ disclosure variations realibly. That's the difference: our workflows are reliable because we transformed the data first.

What do I actually get as output?
icon

Working files you can use immediately: DCF-ready Excel with formulas intact (not static exports), insights charts with Key Trends highlighted, peer comparison tables, earnings call change reports. Every number linked to its source in the original filing. Ready for your assumptions and analysis.

Do I need to change how I work?
icon

No. Enter a ticker, pick a workflow, hit launch. You get outputs in the formats you already use — Excel files, charts, reports. PreDesk handles the grunt work; you keep doing analysis your way. We do the dishes so you can do the art.

How is the Prolly MCP server different than PreDesk?
icon

PreDesk gives you automated workflows with ready-to-use outputs. Prolly MCP brings our transformed data into the AI you already use — Claude and other AI platforms — so you can ask natural language questions across filings and transcripts with source citations routed to our data. Same reliable data foundation, different interface. PreDesk for structured outputs, MCP for exploration and deeper dives.

Why should I trust the outputs?
icon

Every data point traces back to its source — whether that's an SEC filing or trasncripts. Click any number and see where it came from. Plus, our pipeline runs 20+ deterministic steps — balance sheets must tie, cash flows must reconcile. If something doesn't check out, we flag it. No AI guessing.

Do you train on user data?
icon

No, all of our services are a uni-directional data pipe protected under SSO for users. Predesk and Prolly MCP server work on top of our own transformed data. We feed only our transformed data pipes to LLMs.

Frequently asked questions.

Have more questions? We're here to help.

What grunt work does PreDesk actually automate?
icon

Automates extraction and reconciliation of financials, DCF modeling, peer comps, segments, KPIs and earnings call tracking. Handles all formatting and data prep so you can jump straight into high-level analysis.

How is this different from other automation tools?
icon

Most tools fail because the underlying data isn't transformed for AI use — raw filings and current financial data weren't built for LLMs. We built a proprietary database directly from the SEC filings that makes all our data sources work reliably. Thats' processing multi modal inputs across disclosure changes per company and its history, yielding to our system handling over 10,000+ disclosure variations realibly. That's the difference: our workflows are reliable because we transformed the data first.

What do I actually get as output?
icon

Working files you can use immediately: DCF-ready Excel with formulas intact (not static exports), insights charts with Key Trends highlighted, peer comparison tables, earnings call change reports. Every number linked to its source in the original filing. Ready for your assumptions and analysis.

Do I need to change how I work?
icon

No. Enter a ticker, pick a workflow, hit launch. You get outputs in the formats you already use — Excel files, charts, reports. PreDesk handles the grunt work; you keep doing analysis your way. We do the dishes so you can do the art.

How is the Prolly MCP server different than PreDesk?
icon

PreDesk gives you automated workflows with ready-to-use outputs. Prolly MCP brings our transformed data into the AI you already use — Claude and other AI platforms — so you can ask natural language questions across filings and transcripts with source citations routed to our data. Same reliable data foundation, different interface. PreDesk for structured outputs, MCP for exploration and deeper dives.

Why should I trust the outputs?
icon

Every data point traces back to its source — whether that's an SEC filing or trasncripts. Click any number and see where it came from. Plus, our pipeline runs 20+ deterministic steps — balance sheets must tie, cash flows must reconcile. If something doesn't check out, we flag it. No AI guessing.

Do you train on user data?
icon

No, all of our services are a uni-directional data pipe protected under SSO for users. Predesk and Prolly MCP server work on top of our own transformed data. We feed only our transformed data pipes to LLMs.

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Contact

Contact support

Contact support

We are here to help. Ask product questions, report problems, or leave feedback.

We are here to help. Ask product questions, report problems, or leave feedback.

800 West Main Street, Suite 1460, Boise Idaho - 83702

800 West Main Street, Suite 1460, Boise Idaho - 83702

What can we help you with today?

You can also reach us at contact@prolly.ai

What can we help you with today?

You can also reach us at contact@prolly.ai

What can we help you with today?

You can also reach us at contact@prolly.ai

Save Time · Go Deeper · Go Wider

40+ hours saved per company. 3,000+ US companies. 1,800+ ADRs. Every number cited.

40+ hours saved per company. 3,000+ US companies. 1,800+ ADRs. Every number cited.

© 2025 Prolly, Inc. All rights reserved. Prolly is a registered trademark of Prolly, Inc. All other trademarks, service marks, and company names mentioned herein are the property of their respective owners and are used for identification purposes only. By using this site, you agree to our Terms of Service and Privacy Policy. We are committed to protecting your data with industry-leading security standards.

© 2025 Prolly, Inc. All rights reserved. Prolly is a registered trademark of Prolly, Inc. All other trademarks, service marks, and company names mentioned herein are the property of their respective owners and are used for identification purposes only. By using this site, you agree to our Terms of Service and Privacy Policy. We are committed to protecting your data with industry-leading security standards.

© 2025 Prolly, Inc. All rights reserved. Prolly is a registered trademark of Prolly, Inc. All other trademarks, service marks, and company names mentioned herein are the property of their respective owners and are used for identification purposes only. By using this site, you agree to our Terms of Service and Privacy Policy. We are committed to protecting your data with industry-leading security standards.