AI Chat for Research with References (>10-20 PDFs, No Hallucinations)

Hacker News

Hey HN, We’ve built Wallstr.chat, an AI-powered research tool that helps anyone working with long PDFs extract key insights instantly - with source references for every data point. It can handle 10-20+ PDFs in parallel, making it ideal for finance, research, and deep document analysis. Why it’s different: - No hallucinations (every insight is backed by a direct source reference from your PDFs) - Handles 10-20+ PDFs at once (analyze multiple reports in a single chat) - Fast & structured insights (extract key figures, tables, and references effortlessly) - Investment-grade accuracy (built for 10-Ks, earnings reports, investor decks, and research papers) Features: - Reference exact data points (every number/thesis is sourced, with the source paragraph highlighted) - Generate investment memos in under 60 seconds (custom templates coming soon) It’s open-source, so you can run it locally. GitHub: https://github.com/limanAI/wallstr If you find this useful, please star the repo!

Visit product View on Hacker NewsMar 20, 2025

Share card

Actual performance

2points

2comments

Did not reach leaderboard

Launch Intel predictions

Analyze your own launch →

Indie HackersFits the IH revenue-focused audience · Strong signals: para · Missing: supports, reddit linkedin, podcasting

67%67% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.

best fitHighest predicted score across all platforms for this description.

Product HuntOn track for Day 1 leaderboard · Strong signals: single, open · Missing: mac, agents, macos

62%62% predicted probability of success on Product Hunt, based on ML models trained on real launch data.

TrustMRRLess likely to generate early MRR · Strong signals: para · Missing: mobile apps, ios, personal

48%48% predicted probability of success on TrustMRR, based on ML models trained on real launch data.

Hacker NewsMay not resonate with HN audience · Strong signals: ide, io · Missing: https docs, excited, just released

42%42% predicted probability of success on Hacker News, based on ML models trained on real launch data.

nativeThis product was originally launched on this platform.

AppSumoMay struggle as an AppSumo deal · Strong signals: soon · Missing: plus, platform, intuitive

35%35% predicted probability of success on AppSumo, based on ML models trained on real launch data.

Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue

19%19% predicted probability of success on Acquire.com, based on ML models trained on real launch data.

BetaListMay not resonate with beta-testers · Strong signals: chat · Missing: web3, crypto, cryptocurrency

1%1% predicted probability of success on BetaList, based on ML models trained on real launch data.

Correct prediction on native model

Similar products

AI Chat with 10-K Reports by Docalysis43%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

AI Chat with 10-K Reports by Docalysis

Hacker News2

AI Chat Adapter37%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

AI Chat Adapter

Hacker News1

Another AI Chat Aplication21%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Another AI Chat Aplication

Hacker News3

Ptero30%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

AI Chat

Indie Hackers1ai

ContentOracle AI Chat68%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Retrieval-augmented AI Chat for WordPress.

Indie Hackerscommitment-side-project

ChatGOAT46%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

All-in-one AI chat platform

Indie Hackersplatform-mac

AI Chat Website with NextJS15%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

AI Chat Website with NextJS

Hacker News2

SafeRate – AI chat-native mortgage lender25%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

SafeRate – AI chat-native mortgage lender

Hacker News11

Documind Ltd56%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

A tool that uses AI to chat and interact with PDFs.

TrustMRR103$1,408/moArtificial Intelligence

unknown.chat11%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Talk to stranger at 3am - Annonymous AI Chat

Indie Hackerscommitment-side-project

Browse all products Analyze your launch