Chroma
Open-source Apache-2.0 vector database for building RAG and semantic search into LLM apps, with a serverless usage-based Chroma Cloud
29 tools · pricing verified · updated Jun 11, 2026
The AI search and research market in mid-2026 splits into two distinct segments. General-purpose web answer engines — Perplexity ($20/mo Pro), Felo AI ($14.99/mo Pro), and the now-defunct Phind (shut down January 16, 2026) — retrieve and synthesize live web content on any topic, delivering cited answers without requiring users to supply their own documents. Document-grounded and academic tools — NotebookLM (free, or $7.99/mo via Google AI Plus), Elicit ($49/mo Pro), and Consensus ($10/mo Pro billed annually) — operate strictly on uploaded files or indexed academic corpora, which makes them more verifiable but narrower in scope. You.com sits outside both groups: it has exited consumer search entirely and now sells web data infrastructure to AI developers at $5 per 1,000 Search API calls, serving teams at OpenAI, Amazon, and Salesforce rather than individual researchers.
For general web research, Perplexity remains the benchmark. Its free tier allows unlimited standard searches with roughly 5 Pro Search queries per day; the $20/mo Pro plan adds Deep Research (autonomous multi-step reports), file uploads up to 40 MB, and model switching between GPT-5, Claude, and Gemini. Felo AI undercuts it at $14.99/mo and adds genuine multilingual depth — cross-language search across 25+ languages — plus a unified credit system covering AI Slides and an LLM Playground, making it a reasonable alternative for researchers who work across language regions. For academic literature specifically, Elicit and Consensus differ in orientation: Elicit (free tier capped at 2 reports/month, Pro at $49/mo) is built for bulk data extraction and systematic review screening across up to 5,000 papers on Pro; Consensus (free tier with 3 Deep Searches/month, Pro at $10/mo annually) emphasizes fast consensus-finding via its Consensus Meter across 220M+ peer-reviewed papers, with Medical Mode and Scholar Agent available on its $65/mo Deep plan.
NotebookLM fills a separate niche: it does not search the web or an academic index, but lets users build a private queryable knowledge base from up to 50 uploaded documents (free) or 300 sources (Pro at $19.99/mo). Its Audio Overview feature — a 10–20 minute AI podcast generated from your documents — is not replicated at comparable quality elsewhere in the market. The decision tree is straightforward: for live web questions, choose Perplexity or Felo; for peer-reviewed evidence synthesis, choose Elicit or Consensus depending on whether you need bulk extraction or quick consensus signals; for interrogating your own document sets, use NotebookLM; for embedding real-time web retrieval into an AI product, use You.com’s API.
| Chroma | Free | ✓ | api · cli · web | ✓ | JUL 23, 2026 |
| Consensus | $10/mo | ✓ | web | — | JUN 11, 2026 |
| Elicit | $49/mo | ✓ | web · api | ✓ | JUL 3, 2026 |
| Exa | $0 | ✓ | web · api | ✓ | JUN 22, 2026 |
| Felo AI | $14.99/mo | ✓ | web · mobile | — | JUL 3, 2026 |
| Firecrawl | $19/mo | ✓ | api · web | ✓ | JUL 30, 2026 |
| Frase | $49/mo | — | web · api | ✓ | JUL 12, 2026 |
| Genspark | $0 | ✓ | web · desktop · mobile · extension | — | JUN 22, 2026 |
| Glean | Custom | — | web · mobile · api · extension | ✓ | JUL 12, 2026 |
| Guru | Custom | — | web · extension · api | ✓ | JUL 20, 2026 |
| Hugging Face | $9/mo | ✓ | web · api · cli | ✓ | JUL 20, 2026 |
| Kagi | $5/mo | — | web · mobile · extension · api | ✓ | JUL 11, 2026 |
| Liner | $17.99/mo | ✓ | web · mobile · desktop · extension · api | ✓ | JUL 14, 2026 |
| LlamaIndex | $50/mo | ✓ | web · api · cli | ✓ | JUL 16, 2026 |
| MarketMuse | $0 | ✓ | web | — | JUL 17, 2026 |
| NotebookLM | $7.99/mo | ✓ | web | — | JUN 11, 2026 |
| Onyx | $0 | ✓ | web · api | ✓ | JUL 30, 2026 |
| Paperpal | $12/mo | ✓ | web · extension | — | JUL 20, 2026 |
| Perplexity | $20/mo | ✓ | web · mobile · extension | ✓ | JUN 11, 2026 |
| Phind shut down | $10/mo | ✓ | web · extension | — | JUN 11, 2026 |
| Read AI | $0 | ✓ | web · desktop · mobile · extension · api | ✓ | JUL 10, 2026 |
| SciSpace | $12/mo | ✓ | web · extension | — | JUN 28, 2026 |
| Scite | $20/mo | — | web · api · extension | ✓ | JUL 18, 2026 |
| SentryDock | $80/mo | — | web | — | JUL 30, 2026 |
| Tavily | $30/mo | ✓ | api · web | ✓ | JUL 30, 2026 |
| Undermind | $20/mo | ✓ | web · api | ✓ | JUL 19, 2026 |
| Unstructured | $0.03/page | ✓ | api · web · cli | ✓ | JUL 30, 2026 |
| Weaviate | $0 | ✓ | web · api · cli | ✓ | JUL 23, 2026 |
| You.com | $5 per 1,000 calls | ✓ | api | ✓ | JUN 11, 2026 |
Click any column header to sort. All prices verified against official pricing pages.
Open-source Apache-2.0 vector database for building RAG and semantic search into LLM apps, with a serverless usage-based Chroma Cloud
AI search engine for peer-reviewed research across 200M+ scientific papers
AI research assistant that searches, summarizes and extracts data from 138 million academic papers
AI-native web search engine and API built for agents, with semantic search and content extraction
Multilingual AI search and creation platform combining research, summarization and content generation
Web scraping and crawling API that turns any site into clean markdown or structured data for AI agents
AI SEO content platform for SERP research, briefs, and optimizing content to rank on Google and get cited by AI search
All-in-one AI Super Agent that runs research, slides, sheets, browsing, and real phone calls
Enterprise Work AI platform unifying AI search, an assistant, and agents over a permission-aware company knowledge graph
AI knowledge platform combining an internal wiki, enterprise search, and intranet with answers delivered in Slack, Teams, and the browser
The open-source AI hub — 2M+ models, 500k+ datasets, hosted Spaces apps, and routed inference, with free accounts and usage-based compute
Paid, ad-free search engine with an AI assistant, universal summarizer, and translator layered on top of independent search results
AI search and research assistant that answers with inline citations across search, academic, and writing agents
Open-source data framework for LLM apps, plus the commercial LlamaCloud platform for parsing, extracting, and indexing complex documents
AI content planning and optimization platform with topic modeling, content briefs, and Personalized Difficulty scoring for SEO teams
Google's AI research assistant that answers questions grounded in your own uploaded sources
Open-source AI chat and enterprise search that connects to 40+ company apps, self-hosted or cloud
AI academic writing assistant for language editing, plagiarism and AI detection, and pre-submission checks
AI-powered answer engine that searches the live web and cites every source
AI search engine built for developers that combined web search with LLM-generated code answers
AI meeting-intelligence copilot that transcribes, summarizes, and analyzes sentiment across Zoom, Google Meet, and Microsoft Teams calls
AI research assistant (formerly Typeset) to chat with PDFs, run literature reviews across 280M+ papers, and synthesize findings
Smart Citations show whether later papers support or contrast a finding, with an AI Assistant grounded in full-text literature
AI watches local news, official portals, and social sources in 95+ languages and alerts traders when something moves a market
Search, extract, and crawl API purpose-built for AI agents and LLM applications
AI deep-search agent that reads hundreds of scientific papers per query to surface literature keyword search misses
Document processing platform that converts PDFs, slides, and 20+ other sources into LLM-ready structured data
Open-source vector database for AI-native search, RAG, and semantic retrieval — self-host free or run it managed on Weaviate Cloud
Real-time web search and research APIs for AI agents and LLM pipelines
The best AI deep research tool in 2026 is Perplexity, whose Deep Research mode fires dozens of web searches and reads the results into a footnoted, structured report for $20/month, with a free tier. Felo AI is the cheapest capable option at $14.99/month, and Genspark has the most generous free tier at 100 credits a day. Each answer here is source-cited, not a single-shot guess. See the full ranking in our Best AI Deep Research Tools in 2026 guide.
Yes — 22 of the 28 live AI search & research tools we cover have a free tier: Chroma, Consensus, Elicit, Exa, Felo AI, Firecrawl and more. Pricing verified Jun 11, 2026.
Paid plans among the live tools we track start at $0.03/page (Unstructured) and go up to $5 per 1,000 calls (You.com). Every price was checked against the official pricing page on Jun 11, 2026.
29 hand-reviewed tools (28 live, 1 marked shut down), each with verified pricing, platforms, pros and cons, and alternatives. We add new tools after editorial review — listing is free and cannot be bought.
How much do AI tools cost on average? See the AI pricing index →