Side-by-side comparison

Compare AI Tools

Pick two to five tools. Every cell comes from a verified record; anything unverified says so. There is no overall winner — the right choice depends on your task, budget and technical needs.

CriterionPerplexityElicitConsensusJulius AIGemini Notebook (formerly NotebookLM)
ProviderPerplexity AIElicitConsensusJulius AIGoogle
What it is forAn AI answer engine that searches the web and cites sources, with access to models from several providers on paid plans.An AI research assistant that searches academic papers, extracts data into tables and produces research reports and systematic reviews.An AI search engine that answers questions using peer-reviewed research, with Deep Search for literature-review style reports.An AI workspace for analysing spreadsheets and databases in plain English, and creating charts, reports, slides and websites.Google's source-grounded research notebook, renamed from NotebookLM to Gemini Notebook in July 2026.
CategoryAI Research Tools, AI Chatbots & Assistants, AI Agents & Frameworks, LLM APIs & Model PlatformsAI Research Tools, AI Learning & Tutoring, AI Data AnalysisAI Research Tools, AI Learning & TutoringAI Data Analysis, AI Research Tools, AI Productivity ToolsAI Research Tools, AI Learning & Tutoring, AI Productivity Tools
Latest confirmed model—————
Main capabilities
  • Cited answers
  • Pro Search (Depends on plan)
  • Research (Deep Research) (Depends on plan)
  • Model Council (Depends on plan)
  • Brain (Preview)
  • Paper search
  • Chat with papers
  • Research Agent and Reports (Depends on plan)
  • Systematic reviews (Depends on plan)
  • Data extraction tables (Depends on plan)
  • API and MCP server (Depends on plan)
  • Paper search
  • Pro messages (Depends on plan)
  • Deep Search (Depends on plan)
  • Search API (Depends on plan)
  • Chat with data
  • Data connectors (Depends on plan)
  • Scheduled runs (Depends on plan)
  • Presentations, websites, images and video (Depends on plan)
  • Frontier models (Depends on plan)
  • Team workspace (Depends on plan)
  • Source-grounded chat
  • Audio Overviews
  • Notebook code execution (Depends on plan)
  • Gemini app sync
  • Higher limits on paid Google AI plans (Depends on plan)
Inputs / outputsNot documentedNot documentedNot documentedNot documentedNot documented
Context windowNot documentedNot documentedNot documentedNot documentedNot documented
Free planYes
3 Pro Searches/day; 1 Research query/month; limited uploads
Yes
Limited Research Agent and Reports usage
Yes
10 Pro messages and 3 Deep Searches per month
Yes
Daily credits
Yes
100 notebooks per user; 50 sources per notebook
Cheapest paid planEducation Pro: $10/mo
With SheerID student verification
No monthly list priceNo monthly list pricePlus: $20/mo
$16/mo billed annually
No monthly list price
All plans
  • Free — Free
  • Pro — $20/mo
    $17/mo billed annually
    $200/year
  • Education Pro — $10/mo
    With SheerID student verification
  • Max — $200/mo
    $167/mo billed annually
    $2,000/year; annual billing on web only
  • Enterprise Pro — $40/mo
    $33.33/mo billed annually
    Per seat; $400/seat/year; $30 or $300 for eligible education/nonprofit
  • Enterprise Max — Price not listed on pages checked
  • Basic — Free
  • Pro — $588 billed yearly; separate monthly-billing price not shown
  • Scale — $2,028 billed yearly; separate monthly-billing price not shown
  • Enterprise — Contact provider
  • Free — Free
  • Pro — Price not readable on official page; annual billing discounted
  • Deep — Price not readable on official page
  • Team — Per seat, volume pricing
  • Enterprise — Contact provider
  • Free — Free
  • Plus — $20/mo
    $16/mo billed annually
  • Pro — $45/mo
    $37/mo billed annually
  • Business — $450/mo
    $375/mo billed annually
    Per workspace
  • Enterprise — Contact provider
  • Standard (free) — Free
  • Google AI Plus — Bundled with Google AI Plus subscription; price not displayed on fetched page
  • Google AI Pro — Bundled with Google AI Pro subscription; price not displayed on fetched page
  • Google AI Ultra — Bundled with Google AI Ultra subscription; price not displayed on fetched page
API accessYes · docs (opens in a new tab)Yes · docs (opens in a new tab)Yes · docs (opens in a new tab)NoNo
Free API quotaNone documentedNone documentedNone documentedNone documentedNone documented
API pricing
  • sonar input/output: $1 per 1M tokens (input and output each)
  • sonar-pro input: $3 per 1M input tokens
  • sonar-pro output: $15 per 1M output tokens
  • sonar request fee (low context): $5 per 1,000 requests
Included in Pro and above, subject to plan usage limits
  • API call beyond included credits: $0.05 per call
——
Open-weight / proprietaryProprietaryProprietaryProprietaryProprietaryProprietary
Commercial useSee plan termsSee plan termsSee plan termsSee plan termsSee plan terms
Privacy & dataEnterprise plans state data is never used for training; Enterprise Max adds configurable data retention.Enterprise states no training on your data by default.—7-day file storage on Plus, Pro and Business; permanent on EnterpriseWorkspace editions offer expanded access under Workspace terms; administrators can turn Gemini Notebook on or off for users.
Platforms & integrationsWeb, iOS, Android, Comet browserWeb, API, MCPWeb, APIWebWeb, iOS, Android, Gemini app
Learning curveBeginner-friendlySome experience helpsBeginner-friendlyBeginner-friendlyBeginner-friendly
Advantages
  • Strong focus on citations
  • Multi-provider model access
  • Published enterprise limits
  • Built specifically for academic literature
  • Structured extraction
  • API and MCP integration
  • Focus on peer-reviewed evidence
  • Simple question-based interface
  • Student pricing
  • Accessible data analysis
  • Warehouse connectors
  • Wide set of creation tools
  • Strong grounding in user-provided sources
  • Free tier is usable for real projects
  • Integrated with Google's Gemini ecosystem
Limitations
  • Free plan has tight Pro Search and Research limits
  • Pro limits described as 'average use' rather than numbers
  • API billed separately from subscriptions
  • Basic plan limits agents and reports
  • Paid plans are relatively expensive for individuals
  • Quality depends on paper coverage and abstracts
  • Paid plan prices not visible in the official sources fetched
  • Deep Search capped per month
  • Not a full systematic-review tool
  • 7-day file storage on most plans
  • Credit-based usage can be hard to predict
  • No public API documented on official pages checked
  • Free tier capped at 100 notebooks and 50 sources per notebook
  • Code execution limited to higher paid tiers at launch
  • Name change may cause confusion with notebooks inside the Gemini app
Last verifiedOct 19, 2026Oct 19, 2026Oct 19, 2026Oct 19, 2026Oct 19, 2026
How to choose

Start from the rows that matter for your job: a free plan and learning curve for casual use; API access, rates and data terms for building products; context window and modalities for long documents or images. Provider claims are labelled as such; we do not rank.

Ready-made comparisons