AI · alternatives · 2026
24 alternatives to Semantic search engine for finding relevant VCs and angels
We built a search engine that matches startup descriptions with investors based on their historical investments. Write your startup description and get a list of investors who've backed similar companies. Technical implementation: - Indexed 9k active VC funds and ~5k angels globally - Fine-tuned a custom embedding model on real-world pairs of investors and companies - Developed an identity resolution system to collate portfolio data across many sources including portfolio websites scraped with a custom AI agent Key features: - Search full investor database without signing up - Optional…
This semantic search engine helps startups find relevant investors by matching their company description against 9,000 VC funds and 5,000 angels worldwide. Users describe their startup and receive a ranked list of… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Semantic search engine for finding relevant VCs and angels launched in 2024; newer entries below may have overtaken it.
- 1
Type what you do -> get investors tuned into your industry
2023 · leadspicker.com · its alternatives →
- 2
Investor Hunt▲547A database of 40k+ investors to raise your seed round 💰
2018 · investorscout.co · its alternatives →
- 3
A free unique list of relevant VCs for your startup
2021 · unicorn-nest.com · its alternatives →
- 4
InvestorFinder▲288Find investors who've backed founders just like you
May 2026 · tools.crustdata.com · its alternatives →
- 5
AI-powered database of 40k+ investors to raise your capital
2019 · investorhunt.co · its alternatives →
- 6
Investor Scout▲483A database of 45k+ investors to raise your seed round 💰
2019 · investorscout.co · its alternatives →
- 7
OpenVC▲9032,200+ VC firms by thesis. Radically free and open. 🚀
2021 · openvc.app · its alternatives →
- 8
A place to discover ideas that VCs & angels want to fund
2015 · docs.google.com · its alternatives →
- 9
Angel Match 3.0▲243A database of 110,000+ investors to raise your capital
2024 · angelmatch.io · its alternatives →
- 10
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Investor List▲498A searchable, crowdsourced list of over 1k investors
2016 · investorlist.co · its alternatives →
- 12
AI predicting funding rounds based on startup or VC website
2023 · parsers.vc · its alternatives →
- 13
NextDoor.Company▲463Find startups hiring nearby you on a beautiful map. 500+ startups. 1200+ live job openings (updated twice weekly). Work mode filters (Remote, Hybrid, On-site). Funding, valuation, and revenue details. Key investors & founder profiles. All cross-checked & verified social links.
Aug 2026 · nextdoor.company · its alternatives →
- 14
End-to-end deep dive of the project, spanning a large GPU cluster, distributed RocksDB, and terabytes of sharded HNSW.
2025 · blog.wilsonl.in · its alternatives →
- 15
- 16IM
As a grad student (and an ADHDer), I had trouble doing literature review systematically. To combat this, I made a website that finds similar papers using the meaning of the thing I am looking for. I used MixedBread's [^1] embedding model to generate vectors from the abstracts. I store and search similar vectors using Milvus [^2] and finally use Gradio [^3] to serve the frontend. I update the vector database weekly by pulling the metadata dataset from Kaggle [^4]. To speed up the search process on my free oracle instance, I binarise the embeddings and use Hamming distance as a metric. I would…
2024 · papermatch.mitanshu.tech · its alternatives →
- 17
Share your LinkedIn. Receive a decision + reasoning in 24h.
Dec 2025 · founder.rule30.vc · its alternatives →
- 18WU
hey y'all -- can you please tell us if our job search tool sucks? :D we built it using an investor platform called Harmonic.ai to gather startup data, then contextualize it so that job seekers could find out about the most exciting startups hiring first (like if they just raised, growing headcount fast, have an ex-unicorn founder, etc). pretty sure we're the first platform doing anything like this. anyway, let me know what you think. really excited to launch this thing soon! getting feedback from the hn community first is really fun :)
2022 · joinmaasive.com · its alternatives →
- 19
Personalized list of the best-fit investors for your startup
2019 · navigator.vc · its alternatives →
- 20
VCbacked▲181I built this for anyone whose business revolves around funded startups — whether you're a VC tracking new raises, a sales team targeting high-growth companies, a recruiter staffing fast-scaling teams, or an agency looking for clients with fresh capital to spend. The problem I kept running into: Crunchbase has data but no contacts. Apollo has contacts but isn't curated for VC-backed companies. PitchBook and CB Insights are $5–25K/year and overkill for most use cases. We manually verify every contact and add 500+ new leads monthly.
2023 · vcbacked.co · its alternatives →
- 21FA
As a founder, finding early customers is always a challenge. I'd come up with specific guesses for people to talk to - such "VCs that used to be startup founders" or "Former lawyers who are now CTOs." Running those types of searches typically involves opening dozens of LinkedIn profiles in tabs, and looking at them one-by-one. And, it turns out that going through LinkedIn profiles one-by-one is a daily job for many people. I started building Find AI to make it easier to search for people. I initially started just having GPT review people's LinkedIn profiles and websites, but it cost…
2024 · usefind.ai · its alternatives →
- 22
Investor Seeker▲162The world's easiest way to find potential investors
2023 · adstra.ai · its alternatives →
- 23
A searchable database of 100k+ investors for your seed round
2024 · investorhunt.co · its alternatives →
- 24
Hi HN! I'm Jonathan and I built Hacker Search (https://hackersearch.net), a semantic search engine for Hacker News. Type a keyword or a description of what you're interested in, and you'll get top links from HN surfaced to you along with brief summaries. Unlike HN's otherwise very valuable search feature, Hacker Search doesn't require you to get your keywords exactly right. That's achieved by leveraging OpenAI's latest embedding models alongside more traditional indexes extracted from the scraped and cleaned up contents of the links. I think there are many more interesting things…
2024 · hackersearch.net · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →