AI Research Platforms That Don't Train on Fund Documents
A public-source comparison of no-training policies, retention, indexing, subprocessors, deletion, and the contract tests a hedge fund should run.
Collective byline
AllMind Team
AllMind Team is the collective byline used for AllMind research guides and product updates.
Articles cover earnings and filings analysis, financial data, research workflows, and changes to the AllMind platform.
Published articles
55 articles
Best AI to Search Internal Investment Research and Data
A decision guide to AI research platforms that search firm documents and query Snowflake or Databricks without losing permissions, lineage, or the final artifact.
European and UK Coverage: Venues, Filings, Macro Data
What landed for the UK and Western Europe: 26 venues across fifteen markets, the filings and IR material behind them, and the official macro series they trade against.
Which AI Investment Research Platforms Are SOC 2 Certified?
A public-source comparison of SOC 2 claims from AllMind, AlphaSense, Hebbia, and Rogo, plus the report-review test an investment firm should run before approval.
AlphaSense vs Hebbia vs AllMind: Choose by Workflow
A documented three-way comparison plus a reproducible public-filings pilot for teams choosing a content platform, analysis grid, or connected research system.
Blueflame AI Alternatives for Private-Market Workflows
A documented comparison of Blueflame AI alternatives for Datasite diligence, cross-room analysis, public-company coverage, deal output, and governed LLM access.
Can ChatGPT Analyze a 10-K? A Verification Workflow
ChatGPT can read a 10-K, but the useful workflow separates extraction, calculation, and judgment while requiring a source check for every material claim.
What Is an AI Investment Research Platform?
A practical definition of an AI investment research platform, the system layers it needs, and the tests that separate a platform from a chatbot.
What Is an AI Research Agent?
A practical definition of AI research agents, their execution loop, institutional controls, failure modes and a reproducible evaluation protocol.
How to Run Company and Sector Deep Dives with AI
A research protocol for using AI on company and sector deep dives, including question trees, source ladders, peer grids, reconciliation checks, and review boundaries.
Market Data, Filings and Expert Calls: A Platform Map
A rights-aware map of platforms that connect market data, filings, transcripts, expert content, and internal research, plus a request schema for vendor pilots.
AI Tools for Equity Research Associates: A Working Guide
A practical guide to using AI for earnings updates, model checks, transcript work, and senior-review handoffs without losing source control.
AI Equity Research Tools for RIAs and Wealth Managers
How advisory firms can choose AI research tools around client suitability, evidence retention, portfolio context, and reviewable recommendations.
AI Software for Buy-Side Teams: Build the Research Stack
A role-based design for buy-side teams combining market data, licensed research, model inputs, earnings tools, AI workspaces, and human review.
AI Tools for Private Equity Due Diligence: A Buyer Workflow
A phase-by-phase private equity diligence workflow for data rooms, issue tracking, source control, commercial analysis, and investment-committee evidence.
How to Evaluate Consensus Estimates Platforms With AI
A practical guide to estimate lineage, point-in-time snapshots, accounting basis, dispersion, and the AI controls an institutional research team should test.
What Is AllMind? Product, Evidence and Limits
AllMind connects 750M+ documents, licensed institutional datasets, research agents, and a firm's own data in one cited workflow.
How to Analyze SEC Filings With AI: A Verification-First Guide
A practical workflow for using AI on 10-K, 10-Q and 8-K filings, with source controls, a reproducible review checklist and failure tests.
AI Earnings Call Analysis: A Buyer’s Guide
A documented guide to selecting earnings-call AI by job: live coverage, single-call review, cross-company search, extraction, and workflow automation.
How to Write an Investment Memo with AI: A Decision-Record Template
A copyable investment memo workflow that separates sourced evidence, calculations, analyst judgment, disconfirming tests, and the final committee decision.
Expert Calls vs. Earnings Transcripts: What AI Changes
A workflow guide to combining expert calls with earnings transcripts while preserving source roles, contradictions, entitlements, and uncertainty.
AllMind Crosses 10 Trillion Tokens Indexed
AllMind recently crossed 10T tokens indexed across filings, research reports, models, academic papers, news, transcripts, press conferences, presentations, and other institutional financial data.
Tab Navigation, Portfolio Analytics, and Institutional-Grade Reports
Introduced browser-like tab navigation for the dashboard, a full portfolio analytics suite with risk and stress testing, and significantly upgraded report quality to institutional standards.
Research Workflows, Report Format Selection, and Interactive Synthesis
Launched the new Research Workflow system for multi-stage research tasks with interactive synthesis, multiple report format options, and improved keyword search accuracy.
Automation Workflows, Public IR Page, and Folder Subscriptions
Enhanced automation with event-triggered workflows and email notifications, launched a public Investor Relations page, and introduced folder subscriptions for automatic document delivery.
Automation, AI Presentations, and Template Editor
Launched workflow automation for scheduling recurring research tasks, introduced AI-generated presentations, and added a template editor for custom report formats.
Next-Gen AI Chat, Deep Research Mode, and Platform Redesign
Completely redesigned AI chat with frontier model integration, thinking indicators and task progress, added deep research mode, and launched a refreshed platform experience.
Reports V2, Macro Reports, and Sector News Summaries
Launched the next generation of research reports with full history and export options, added daily AI-powered sector news summaries, and introduced macro market reports.
ESG Data, Chart Generation in Chat, and Live Multiples
Added ESG section with MSCI data, introduced AI chart generation directly in chat, launched live valuation multiples, and enhanced grid column templates.
Multi-Ticker Comparison Reports and AI Report Editing
Launched multi-ticker comparison reports for side-by-side stock analysis, added AI-powered inline report editing, and introduced report length selection.
Public Pages, Compustat Financials, and Broker Research
Launched public news and document pages, added Compustat financial data for deeper fundamentals, and integrated broker research for comprehensive analysis.
Grid Enhancements, Report Templates, and Document Preview
Major grid improvements with sorting, color coding, and Excel export, plus new report templates and in-grid document preview functionality.
AI-Powered Grids and Custom Prompt Actions
Launched AI-Powered Grids for creating custom financial spreadsheets, added custom prompt actions for personalized workflows, and introduced live market price data in chat.
Live Earnings Audio, Report Editor, and Agentic Mode
Added live audio streaming for earnings calls, launched a report editor with version history, and introduced agentic mode for deeper AI-driven research.
Report Planner, Interactive Charts, and Cloud Storage Connections
Launched the Report Planner for custom research outlines, added interactive AG Charts for rich data visualization, and introduced Google Drive and OneDrive connections.
Data Room Redesign and Document Upload Enhancements
Completely redesigned the data room with thumbnail previews and batch uploading, added Word and Markdown document support, and improved file upload speeds.
AI Notepad, Web Search, and Analyst Estimates
Launched AI-powered notepad for research notes, added web search in chat, introduced analyst estimates page, and added chart generation capabilities.
Venue Analysis Dashboard and Data Room Search
Launched venue analysis for market microstructure insights, added vector-powered data room search, and introduced flash note PDFs with Canadian market expansions.
Canadian Market Support and Document Search Overhaul
Full Canadian securities support across chat, events, and document search, plus major improvements to document viewing and event search performance.
Search Infrastructure Upgrade and New Data Sources
Major search performance improvements with optimized query speeds, expanded sector data processing, and new research document sources.
Expanded Data Coverage and Faster Search
Significantly expanded financial data coverage with new fund and ETF profiles, and improved document search speed through infrastructure optimizations.
Chat Quality Boost and Document Search Refinements
Improved chat responsiveness and accuracy, refined document search, and enhanced ticker data displays across the platform.
Document Search Enhancements, AI Enhancements, AI Actions, & Chat Export
Major document search improvements with fixed income coverage, chat export to PDF, actions, context references, and enhanced AI research capabilities.
Smart Data Mentions and Enhanced Event Experience
Introduced @ mentions for precise data queries in chat, added transcript search, and redesigned event pages with live transcripts and improved calendar views
Weekly Update: Live Event Center, In-App Documents, and Faster Transcripts
We launched a new Events experience with live transcripts, side chat, and in-app documents, expanded coverage, and improved performance.
Weekly Update: AI-Powered Report Editing, Investor Relations, and Enhanced Search
This week, we've introduced AI-powered report editing, added a comprehensive repository of earnings call documents, and significantly improved our search capabilities with sorting and filtering enhancements.
Weekly Update: Advanced Search Filters, Redesigned Ticker Dashboard, and Improved Search Experience
This week, we've introduced powerful new filtering capabilities for document search, redesigned the stock ticker dashboard for a more intuitive layout, and made significant improvements to search result relevance and usability.
Weekly Update: Sector Analysis, Improvements on Research Data, and Performance Enhancements
This week, we've rolled out a new sector analysis dashboard, added over 20,000 historical research reports, and improved our document search. We've also made significant performance enhancements to our data APIs.
Weekly Update: New Reporting Features and More Sources for Document Search
This week, we've rolled out new reporting features and more sources for document search.
Weekly Update: New Reporting Features, UI Improvements, and Chat Optimizations
This week, we've rolled out new reporting features, including competitor analysis and market sentiment. We've also made significant UI enhancements and optimized our chatbot for a better user experience.
Weekly Update: Adding Live MBO Level 3 Data - Liquidity Heatmap, OFI Charts, and More
This week, we're excited to announce the addition of live market book order data (Level 3 MBO) to AllMind. We've also introduced a new Liquidity Heatmap for in-depth price analysis, new charts in our financial reports, a comprehensive ticker overview, and a refactored stock screener. Additionally, we've made several UI improvements and bug fixes to enhance your experience.
Weekly Update: Unstructured Data Search, Ask AI, and Advanced Futures Data
This week, we're thrilled to launch our new Unstructured Data Search, allowing you to seamlessly search across millions of documents. We've also integrated a powerful 'Ask AI' feature to get direct answers from documents. Additionally, we've expanded our futures data, introduced fuzzy search capabilities, and rolled out numerous improvements and bug fixes.
Weekly Update: Options, Earnings Call Transcripts, AI Chat, Bookmarks & More
This week, we're excited to introduce searchable earnings call transcripts with AI chat integration, a powerful new bookmarking system, historical estimates with charts, and a brand-new options page. We've also made several UI improvements and bug fixes to enhance your experience.
Weekly Update: In-App Tutorials, Futures Data, and Watchlist Enhancements
This week, we've introduced new in-app tutorials, added comprehensive futures data, and made significant improvements to the watchlist. We've also enhanced the UI and squashed several bugs to improve your overall experience.
Weekly Update: Adding Live MBO Level 3 Data - Liquidity Heatmap, OFI Charts, and More
This week, we're excited to announce the addition of live market book order data (Level 3 MBO) to AllMind. We've also introduced a new Liquidity Heatmap for in-depth price analysis, new charts in our financial reports, a comprehensive ticker overview, and a refactored stock screener. Additionally, we've made several UI improvements and bug fixes to enhance your experience.