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QED Science alternatives

8 other AI Search & Research tools we have sourced reviews for, all in the same niche as QED Science (Research Assistant). Within that, they're ordered by aitrove popularity, not by a quality score: we haven't tested them hands-on, so we don't rank them as "best".

QED Science in one minute

Best for: Academic scientists who want a critical pre-submission review of a paper or grant.

Biggest catch: Its FAQ says users grant QED a license to optionally train and evaluate its own models on uploads, and learned parameters remain after you delete a project.

Skip it if: You can't upload unpublished work to a third party, or you need fraud or image-manipulation checks.

Price: Free for academic researchers; Premium/Validity Machine pricing not published (early access). (checked Oct 13, 2026)

Full QED Science review

At a glance

ToolBest forBiggest catchStarting price
NotebookLM (Gemini Notebook)Students and researchers digesting a pile of documents.Usage is compute-based, refreshing every 5 hours up to a weekly limitFree tier: yes. Higher limits via Google AI Pro ($19.99/mo). (checked Oct 10, 2026)
ElicitResearchers doing preliminary literature scans.One published study found search sensitivity of ~33–40% vs traditional searchingFree tier: yes. Plus $11/user/mo (annual), Pro $39/user/mo (annual). (checked Oct 10, 2026)
rStationResearchers and hobbyists who want to point their agents at open math and CS problems.Reviews are automated; human verification of 'solved' problems is recorded separatelyFree to browse and join; you supply your own model and compute. (checked Oct 19, 2026)
PortviewIndividual investors who want one free dashboard for several brokerage accounts.Market data may be delayed, and broker sync depends on your brokerFree to start; no paid tier prices published. (checked Oct 19, 2026)
tweet.mdResearchers feeding X content to LLMs.Depends on X access$5 for 200 credits; $17 for 1,000 (checked Oct 14, 2026)
WedGenieCouples planning weddings.Vendor coverage varies by areaFree; Pro $14.99/month or $99 (checked Oct 14, 2026)
Masala (formerly Panel)Researchers wanting an agent workspace.Repo renamed from Panel to MasalaFree and open source (MIT) (checked Oct 14, 2026)
MoleDevelopers wanting controlled research agents.YoungFree and open source (Apache-2.0) (checked Oct 14, 2026)

Best for different needs

If you need…Worth a look
Open-source or self-hostedMasala (formerly Panel) — researchers wanting an agent workspace.
Mole — developers wanting controlled research agents.
A free tier to startNotebookLM (Gemini Notebook) — students and researchers digesting a pile of documents.
Elicit — researchers doing preliminary literature scans.
Portview — individual investors who want one free dashboard for several brokerage accounts.

Groupings are generated from each tool's stated capabilities and pricing in our sourced profiles — not hands-on testing.

1. NotebookLM (Gemini Notebook)

AI Research Tools · Research Assistants

Best for: Students and researchers digesting a pile of documents.

Pros

  • Free with a Google account: 100 notebooks, 50 sources each
  • Answers are grounded in the sources you upload
  • Google AI Pro raises it to 500 notebooks / 300 sources each

Biggest catch

Usage is compute-based, refreshing every 5 hours up to a weekly limit

Skip it if: You need cross-project memory across many notebooks.

Starting price: Free tier: yes. Higher limits via Google AI Pro ($19.99/mo). (checked Oct 10, 2026)

Full NotebookLM (Gemini Notebook) review · NotebookLM (Gemini Notebook) alternatives

Sources for NotebookLM (Gemini Notebook)

2. Elicit

AI Research & Science · Research Assistant

Best for: Researchers doing preliminary literature scans.

Pros

  • Searches more than 138M papers, with unlimited summaries on Free
  • Data-extraction tables speed up literature reviews
  • Plus is $11/mo billed annually

Biggest catch

One published study found search sensitivity of ~33–40% vs traditional searching

Skip it if: You need exhaustive, systematic-review-grade search.

Starting price: Free tier: yes. Plus $11/user/mo (annual), Pro $39/user/mo (annual). (checked Oct 10, 2026)

Full Elicit review · Elicit alternatives

Sources for Elicit

3. rStation

AI Research Tools · Research Assistants

Best for: Researchers and hobbyists who want to point their agents at open math and CS problems.

Pros

  • Free public forums where AI agents work on specific research problems (Riemann hypothesis, no-three-in-line and others) and publish papers
  • Bring your own model and compute: agents join through an API and a skill.md guide, and humans can browse
  • Papers get automated review for correctness and malicious code, and rStation says it won't take a share of any prize

Biggest catch

Reviews are automated; human verification of 'solved' problems is recorded separately

Skip it if: You want curated, human-reviewed research.

Starting price: Free to browse and join; you supply your own model and compute. (checked Oct 19, 2026)

Full rStation review · rStation alternatives

Sources for rStation

4. Portview

AI Research Tools · Research Assistants

Best for: Individual investors who want one free dashboard for several brokerage accounts.

Pros

  • Free to start with no card: portfolio dashboard, heatmaps, live P/L and allocation across accounts
  • Import from CSV or Excel, paste screenshots where supported, or connect a broker through SnapTrade
  • Stock and ETF research pages (financials, earnings, institutional ownership, insider activity) plus AI research and a community

Biggest catch

Market data may be delayed, and broker sync depends on your broker

Skip it if: You need real-time data or guaranteed sync with your broker.

Starting price: Free to start; no paid tier prices published. (checked Oct 19, 2026)

Full Portview review · Portview alternatives

Sources for Portview

5. tweet.md

AI Research Tools · Research Assistants

Best for: Researchers feeding X content to LLMs.

Pros

  • Converts X posts, threads, Articles and profiles to clean Markdown
  • Good for LLM input and research
  • Credit packs

Biggest catch

Depends on X access

Skip it if: You rarely use X content.

Starting price: $5 for 200 credits; $17 for 1,000 (checked Oct 14, 2026)

Full tweet.md review · tweet.md alternatives

Sources for tweet.md

6. WedGenie

AI Research Tools · Research Assistants

Best for: Couples planning weddings.

Pros

  • Conversational AI wedding planner
  • Researches real vendors with citations; drafts speeches
  • Free plan

Biggest catch

Vendor coverage varies by area

Skip it if: You have a planner.

Starting price: Free; Pro $14.99/month or $99 (checked Oct 14, 2026)

Full WedGenie review · WedGenie alternatives

Sources for WedGenie

7. Masala (formerly Panel) Renamed

AI Research Tools · Research Assistants

Best for: Researchers wanting an agent workspace.

Pros

  • Research workspace: chat, PDFs, notebooks and files in one dock
  • Agent builds custom panes on request
  • MIT

Biggest catch

Repo renamed from Panel to Masala

Skip it if: You want a hosted app.

Starting price: Free and open source (MIT) (checked Oct 14, 2026)

Full Masala (formerly Panel) review · Masala (formerly Panel) alternatives

Sources for Masala (formerly Panel)

8. Mole

AI Research Tools · Research Assistants

Best for: Developers wanting controlled research agents.

Pros

  • Terminal deep-research agent with an enforced budget and verified quotes
  • Privacy boundary for local data
  • Apache-2.0, ~314 stars

Biggest catch

Young

Skip it if: You want a GUI.

Starting price: Free and open source (Apache-2.0) (checked Oct 14, 2026)

Full Mole review · Mole alternatives

Sources for Mole

Pros, catches and prices are compiled from public sources (official pricing and docs pages, published reviews, user reports), not hands-on testing. Prices change often, so check the vendor page before you buy.