>_ alternatives to What Do
11 research tools that do a similar job to What Do, with the facts side-by-side.
See full data, pricing and features on the What Do profile page.
the tool you're replacing
What Do— Plain-English company descriptions for public tickers — answers "what does this company actually do?" without the marketing copy.
plain-english company descriptions for public equity tickers, stripping investor relations jargon to answer what a company actually does. the service has been retired and is no longer available; historical data is being preserved.
| tool | best for | pricing | plans | who uses it |
|---|---|---|---|---|
| What Do (this tool) | understanding what a public company does without marketing copy | FREE free tier | — | — |
| ValuationBot | analyzing listed shares with ai-built financial models to find mispriced equities. | $$-$$$ | — | Retail, Family Office, Hedge Fund, Mutual Fund |
| Build a Thesis | investors who want to quickly produce a structured thesis on a stock | FREE free tier | — | Retail |
| StockIQ | nigerian investors seeking comprehensive ngx stock research without manual analysis | FREE-$ free tier | Free ₦0 (2 credits/month) · Basic ₦5,000/month (10 credits/month) · Pro ₦15,000/month (30 credits/month) | Retail |
| Equilyse | equity analysts seeking rapid analysis of company documents and earnings materials | FREE free tier | — | RIA, Family Office, Mutual Fund, Hedge Fund |
| Investilo AI | self-directed investors and RIAs seeking multi-stock comparative research and backtested strategies; used by professional asset managers and funds overseeing over $4B in AUM. | FREE-$$$$ free tier | — | Retail, RIA, Hedge Fund, Mutual Fund |
| ValuWiki | retail investors seeking institutional-grade equity research with primary-source citations for every claim. | FREE-$$$ free tier | Free tier $0 | Retail |
| Rest n Vest | researching us equities through simplified sec filing analysis | FREE-$ free tier | — | Retail |
| Exent | self-directed retail investors building long-term wealth from public equity research | FREE free tier | Free $0 forever | Retail |
| empor.top | compressing initial research time on company histories and strategic frameworks | FREE-$ free tier | — | Retail |
| Quantified Odds | Fundamentals, then news, then overlays, then plain-language explanations. | FREE-$ free tier | — | — |
| NanoStreet | beginners and experienced investors who want clearer, less jargon-heavy explanations of stock fundamentals and financial statements | FREE free tier | Waitlist free to join | Retail |
free alternatives to What Do
- Build a Thesis — investors who want to quickly produce a structured thesis on a stock
- StockIQ — nigerian investors seeking comprehensive ngx stock research without manual analysis · Free ₦0 (2 credits/month) · Basic ₦5,000/month (10 credits/month) · Pro ₦15,000/month (30 credits/month)
- Equilyse — equity analysts seeking rapid analysis of company documents and earnings materials
- Investilo AI — self-directed investors and RIAs seeking multi-stock comparative research and backtested strategies; used by professional asset managers and funds overseeing over $4B in AUM.
- ValuWiki — retail investors seeking institutional-grade equity research with primary-source citations for every claim. · Free tier $0
- Rest n Vest — researching us equities through simplified sec filing analysis
- Exent — self-directed retail investors building long-term wealth from public equity research · Free $0 forever
- empor.top — compressing initial research time on company histories and strategic frameworks
- Quantified Odds — Fundamentals, then news, then overlays, then plain-language explanations.
- NanoStreet — beginners and experienced investors who want clearer, less jargon-heavy explanations of stock fundamentals and financial statements · Waitlist free to join
- ValuationBot— ValuationBot is AI stock valuation and equity research software for public-equity investors. It reads company reports, cleans and interprets financials, builds scenario-based DCF valuations, and produces analyst-style investment cases with catalysts, risks, valuation ranges, downloadable memos, and editable Excel models. Research Desk adds always-on regional market coverage and fresh valuation-backed ideas.
- Build a Thesis— AI workspace that generates a structured investment thesis from any ticker in minutes, with free financials and visualizations.
- Equilyse— AI-powered research workspace for equity analysts — rapid analysis of earnings calls, reports, and filings with portfolio tracking.
- Investilo AI— An analyst-grade stock research report bringing together fundamentals, technical signals, valuation insights, business updates, and key risk factors.
- ValuWiki— Institutional-grade fundamental analysis for any public company — decisive bull/bear cases with every claim cited to a primary source.
- Rest n Vest— Generates investment thesis, financial health analysis, competitive landscape, and timing signals from SEC filings for individual stocks.
- Exent— Provides institutional-grade equity research and analysis for self-directed individual investors through AI-powered tools
- empor.top— The Stories of Top Companies. A website and a podcast which details the history of the company, it's inflection points, 7 powers and 5 forces analysis all in an engaging manner. Inspired by acquired.fm generated by AI.
- Quantified Odds— News, charts, fundamentals, and explanations that show their work, in one place built for self-taught investors.
- NanoStreet— Explains stock and ETF research in plain English with adaptive difficulty levels, guided lessons, and paper trading for retail investors