Lookio
Build RAG assistants from company docs with API, MCP, or widget.
Lookio is a solid choice for automation-minded teams that need quick, sourced answers from company docs without building RAG infrastructure from scratch. Its API-first + MCP approach (37/40 on n8n Arena Eval) fits neatly into n8n, Make, or Zapier workflows. However, it's text-centric and cloud-only, so if you need a no-code chatbot builder with visual flows, multi-modal support, or on-premise deployment, look elsewhere.
Verified 2d ago · liveness 80/100 · cite: rightaichoice.com/tools/lookio
- Sales teams automating RFP responses
- Marketing teams building competitive intelligence
- Support teams creating a documentation copilot
- Developers building RAG workflows in n8n, Make, or Zapier
- Non-technical users needing a no-code chatbot builder with visual flow editor
- Teams requiring large-scale vector database infrastructure or custom model fine-tuning
- Users needing multi-modal capabilities (images, audio) beyond text and transcripts
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Skip Lookio if you need a no-code visual chatbot builder, multi-modal (image/audio) understanding, or on-premise/air-gapped deployment — it's API-first, text-centric, and cloud-only.
Queries cost credits based on mode (1 to 20 credits), so high-volume use of Deep mode can drain your monthly allowance quickly
Lookio's pay-as-you-go model suits small teams and occasional users, with credits starting at €0.03/credit. Subscriptions (Starter €19/mo, Pro €79/mo) offer better value for regular use, but flat-rate alternatives like OpenAI's Assistants API may be cheaper for very high query volumes.
In short
Lookio — Build RAG assistants from company docs with API, MCP, or widget. Best for Sales teams automating RFP responses, Marketing teams building competitive intelligence, Support teams creating a documentation copilot. Free to start; paid plans from €6/mo.
What's new in Lookio
Checked 7 days agoAcross the latest 4 updates: 4 feature updates.
New endpoint to edit resources
Introduced PATCH /edit-resource endpoint for metadata-only updates or full content refreshes, integrated with API, MCP, and CLI v1.2.2.
60% Faster Widget Loading
Optimized widget infrastructure to load up to 60% faster, improving visitor experience without impacting page performance.
Smoother Widget Loading Animation
Improved the embeddable chat widget's loading sequence for a smoother, more premium appearance.
Detailed MCP Documentation
Added one-click configuration guides for Claude Desktop, Claude Code CLI, Cursor, Antigravity, OpenAI Codex, and Mistral Le Chat.
What people actually say about Lookio — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
21 mentions across 2 sources (YouTube, Product Hunt) · researched Jul 4, 2026.
- +Scored 37/40 on n8n Agentic Arena RAG Challenge.
- +Easy to start with simple steps, per Product Hunt users.
- +Pay-as-you-go credits with no mandatory subscription.
- +Multiple query modes balance cost (1 to 20 credits).
- +API, MCP, CLI, widget and embed options for integration.
- −Very limited community feedback — only Product Hunt launch.
- −No critical reviews or long-term usage data available.
- −YouTube traffic was entirely off-topic (reverse phone lookups).
- −Question about Airtable integration left unanswered.
- −Scalability and reliability at scale are unproven.
- • Credit-based pricing can accumulate for 'Deep' mode (20 credits per query).
- • No free tier for API access beyond limited initial credits.
Viability Score
How well maintained and how widely used is Lookio? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: September 2026
How we score →Key Features
- RAG question-answering from company documents
- PDF, CSV, Markdown, text, webpage, sitemap ingestion
- Automatic document cleaning and metadata extraction
- Four query modes: Eco, Flash, Europe, Deep
- API endpoint for programmatic queries
- MCP server for agent integration (Claude, Cursor, Codex, etc.)
- CLI tool (v1.2.2) for terminal-based queries
- Embeddable website widget with configurable instructions
- Smart metadata system to source answers
- Credit purchase packs (Launch, Orbit, Lunar, Stellar, Galactic, Cosmic)
- Subscription plans with monthly credits rollover up to 3 months
- PATCH /edit-resource endpoint for resource updates
- 60% faster widget loading (April 2026)
- Sitemap auto-sync engine (weekly resync)
- Plain text resources up to 65,000 characters
About Lookio
Lookio is a retrieval-augmented generation (RAG) platform that turns your business documents into queryable AI assistants. It's built for teams in sales, marketing, support, and operations who need reliable, sourced answers from proprietary documents without complex setup. You upload PDFs, CSVs, Markdown, text files, webpages, or sitemaps, and Lookio automatically cleans and prepares the data for retrieval, then lets you query it via API, MCP server, CLI, or an embeddable website widget. The platform is API-first, integrating directly with automation tools like n8n, Make, and Zapier. It also offers one-click MCP configuration for Claude Desktop, Claude Code CLI, Cursor, Antigravity, OpenAI Codex, and Mistral Le Chat. Four query modes—Eco (1 credit, ~14s), Flash (3 credits, ~6s), Europe (5 credits, ~15s, using Mistral), and Deep (20 credits, ~25s)—let you balance speed and cost per query. A smart metadata system ensures every answer is sourced, and Lookio scored 37/40 on the n8n Arena Eval for retrieval quality. Recent updates include a PATCH /edit-resource endpoint (May 2026) for metadata-only updates or full content refreshes via API, MCP, and CLI v1.2.2, plus a 60% faster widget loading time (April 2026). The assistant management interface and query test interface were redesigned, and a sitemap auto-sync engine now enables weekly resyncs. Plain text resources were doubled to 65,000 characters (March 2026). Lookio uses a pay-as-you-go credit model with no subscription required for basic use. You start with 100 free credits, then refill via credit packs (€6 for 200 credits up to €2,400 for 200k credits) or choose monthly subscriptions (Starter €19/mo, Pro €79/mo, Enterprise custom). Compared to heavier RAG frameworks, Lookio is a lightweight, developer-friendly option that prioritizes ease of implementation over deep customization—ideal for teams that want to go from docs to automated answers in minutes.
Behind the Verdict
We've seen plenty of RAG tools that promise easy setup, but Lookio actually delivers. The out-of-the-box quality is strong—37/40 on the n8n Arena Eval—and the four query modes give you real control over speed vs. cost. That's a rare combination for a tool that doesn't require you to manage vector databases or fine-tune models. When should you pick Lookio? If you're building n8n, Make, or Zapier workflows that need accurate, sourced answers from your documents, it's a natural fit. The one-click MCP configs for Claude Desktop, Cursor, and Codex mean your agents can query the knowledge base without gluing together custom code. The flexible pricing—pay-as-you-go credits with no subscription—makes it low-risk to test. When should you pass? If you need a no-code chatbot builder with a visual flow editor, Lookio isn't it. It's developer-centric: you interact via API, MCP, or CLI. Multi-modal support (images, audio) is out of scope, and there's no on-premise or air-gapped deployment option. For heavy query volumes, compare per-credit costs against flat-rate alternatives like OpenAI's Assistants API—Deep mode at 20 credits per query adds up fast. One thing to watch: subscription credits expire after three months, so if your usage is irregular, stick with credit packs—they never expire. The free tier's 100 credits are enough to test, but you'll need a pack or subscription for any real workload. Compared to alternatives like Danswer or RAGFlow, Lookio is lighter and easier to set up, but you trade away deep customization. It's not a full RAG framework; it's a managed service. That's a fair trade for most teams. In practice, the PATCH /edit-resource endpoint (May 2026) is a welcome addition—you can update a document's metadata or content without re-uploading everything.
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Real-world workflow fit
Concrete scenarios for the personas Lookio actually fits — and what changes day-one when you adopt it.
Automating RFP responses
Outcome: Upload historical RFP responses and security docs, create an assistant, then query it via API to answer 200+ tender questions with sourced, approved technical specs, saving hours per tender.
Building a documentation copilot
Outcome: Upload product manuals and API references, embed the widget on the support site, and let agents query it for obscure error codes, reducing escalations to Tier 3.
Integrating AI into an n8n workflow
Outcome: Connect Lookio via API or MCP in n8n, automate document ingestion and querying, and get sourced answers to feed into downstream actions like CRM updates or alerts.
Use Cases
- Automate RFP responses by querying historical bids and security docs
- Build a support chatbot that answers from your product documentation
- Generate SEO content by synthesizing competitor analysis from uploaded reports
- Create an API documentation assistant for developer portals
- Enable field teams to get instant technical specs from uploaded PDFs
- Answer tender documents with approved technical specifications
- Query user interview transcripts for specific feature requests
- Navigate visa compliance by querying immigration laws and tax treaties
Models Under the Hood
as of 2026-08-28
Limitations
- The free tier includes 100 sign-up credits and a knowledge base limit of 125k words.
- Query response times vary by mode: Eco ~14s, Flash ~6s, Europe ~15s.
- The platform supports PDFs, CSVs, Markdown, text files, webpages, and sitemaps.
- The n8n community node is in progress, and a retrieval engine 2.0 is planned.
as of 2026-08-26
Verification history
We have re-verified Lookio 8 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-checked, vendor evidence unchanged
- — re-checked, vendor evidence unchanged
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 8 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Lookio tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Forever Free
$0/mo
Starter
€19/mo or €190/yr
Ideal for
Startups and teams building automated workflows with up to 500k words and 1k credits per month
What this tier adds
Adds 1k monthly credits (rollover 3 months), larger knowledge base (500k words), and removes widget watermark
Pro
€79/mo or €790/yr
Ideal for
Businesses scaling AI operations with up to 2.5M words and 5k credits per month
What this tier adds
5x more monthly credits (5k) and 5x larger knowledge base (2.5M words) than Starter
Enterprise
Custom
Ideal for
Organizations with extensive or custom needs requiring tailored knowledge base limits and dedicated support
What this tier adds
Custom knowledge base limits, dedicated support, and all Pro features; pricing is custom
Launch Pack
€6
Orbit Pack
€24
Lunar Pack
€52.50
Stellar Pack
€180
Where the pricing makes sense
The company stage and team size where Lookio's pricing actually pencils out — and where peers do it cheaper.
Lookio's pay-as-you-go model suits small teams and occasional users, with credits starting at €0.03/credit. Subscriptions (Starter €19/mo, Pro €79/mo) offer better value for regular use, but flat-rate alternatives like OpenAI's Assistants API may be cheaper for very high query volumes.
Setup time & first value
How long it actually takes to get something useful out of Lookio — broken out by persona, not the marketing-page minute.
Sales engineer: ~30 minutes to upload docs, create an assistant, and test queries. Support manager: ~1 hour to configure widget and test with real queries. Developer: ~15 minutes to get API key and run a first query. Full MCP setup with one-click configs takes under 10 minutes.
Switching to or from Lookio
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From self-built RAG (e.g., LangChain): upload your documents and get an API endpoint without managing vector stores
- →From a chatbot builder like Chatbase: export your docs, upload to Lookio, and recreate assistants via API
- →From a knowledge base tool like Notion AI: export pages as PDFs or Markdown and upload to Lookio
- ↗To OpenAI Assistants API: use your existing API calls, but note you'll need to re-upload documents and manage thread/run states yourself
- ↗To a vector database like Pinecone: export your documents and embeddings, then build custom retrieval logic
- ↗To a no-code chatbot builder like Chatbase: if you need visual flows, export your knowledge base and rebuild the assistant interface
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with Lookio
Common stack mates teams adopt alongside Lookio, with the specific reason each pairing earns its keep.
Featured Head-to-Head Comparisons
Lookio vs Truleo
Choose Truleo if you're in law enforcement and need to automatically surface intelligence from siloed data like jail calls, body cameras, and RMS. Choose Lookio if you're a business or developer wanting a cost-effective, easy-to-integrate RAG knowledge base for documents, with flexible credit-based pricing.
Lookio vs B Rokratt
Lookio and Bürokratt serve entirely different needs. Lookio is a flexible, pay-as-you-go RAG platform for any business wanting to build a document-based AI assistant, with strong API and MCP integrations. Bürokratt is a free, country-specific virtual assistant for Estonian government services, limited to Estonia. Choose Lookio for global commercial use; choose Bürokratt only if you need to navigate Estonian bureaucracy.
Lookio vs Presto Voice
Presto Voice and Lookio target completely different problems. Choose Presto Voice if you're a QSR chain needing voice AI for drive-thru ordering and upselling — it's an enterprise solution with proven ROI from partners like Dairy Queen. Choose Lookio if you need a flexible, pay-as-you-go AI assistant for documents, with strong API/MCP support for developers and automation platforms. They are not direct competitors; your decision hinges on whether you operate drive-thrus or manage documents.
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