Precision Automation for Equity Research
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
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
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
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.
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



Valuation Updated
Netflix
Cashflow Insights Ready
Mastercard
Earnings Analyzed
Apple
KPIs Analyzed
Segment Insights Ready
VISA
Valuation Updated
Netflix
Cashflow Insights Ready
Mastercard
Earnings Analyzed
Apple
KPIs Analyzed
Segment Insights Ready
VISA
Valuation Updated
Netflix
Cashflow Insights Ready
Mastercard
Earnings Analyzed
Apple
KPIs Analyzed
Segment Insights Ready
VISA
Frequently asked questions.
Have more questions? We're here to help.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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
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.







