Lookio vs Bürokratt

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-18
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At a glance

DimensionLookioBürokratt
PricingFreemium with pay-as-you-go creditsFree
Target AudienceGlobal businesses & developersEstonian citizens & e-residents
Core CapabilityCustom RAG knowledge base from documentsUnified access to Estonian e-services
Integration EcosystemAPI, MCP, n8n, Claude Desktop, CLI, widgetID-card, Mobile-ID, 50+ Estonian gov databases
DeploymentCloud SaaS (no on-prem)Federated cloud (data stays with agency)
Latest News AdvantagePATCH endpoint, 60% faster widget, MCP guides (Apr–May 2026)None captured

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.

Try LookioTry Bürokratt
Lookio
Lookio

Lookio turns your PDFs, webpages, and sitemaps into sourced RAG assistants reachable via API, MCP, CLI, or website widget.

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Bürokratt
Bürokratt

Estonia's planned national e-government AI assistant; the burokratt.ee domain currently serves a hosting placeholder.

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Pricing
Freemium
Free
Plans
€0
€19/mo or €190/yr
€79/mo or €790/yr
Custom
—
Popularity
2 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
APICLIWebPlugin
—
Categories
❓ Document Q&A & Summarizing🗄️ Vector Databases & Retrieval
🤖 AI Assistants
Features
RAG question-answering grounded in your uploaded documents with sourced output
Ingest PDFs, CSVs, Markdown, plain text, webpages by URL, and XML sitemaps
Automatic document cleaning to make uploads retrieval-ready
Smart metadata system that ties every answer back to its source
Four query modes: Eco (1 credit, ~14s), Flash (3, ~6s), Europe (5, ~15s), Deep (20, ~25s)
Europe mode routes queries to Mistral's European LLM infrastructure
REST API for programmatic queries from any app or workflow
MCP server with documented configs for Claude Desktop, Claude Code CLI, Cursor, Antigravity, OpenAI Codex, and Mistral Le Chat
CLI v1.2.2 for terminal-based assistant queries
Embeddable website chat widget with configurable assistant instructions
PATCH /edit-resource endpoint for metadata-only or full content updates (May 2026)
Widget loads up to 60% faster with smoother loading animation (April 2026)
Sitemap auto-sync engine with weekly resync
Plain text resources up to 65,000 characters
Purchased pack credits never expire; subscription credits roll over up to 3 months
Natural-language search across Estonian government e-services
Speech-to-text and text-to-speech for voice interaction
Authentication via Estonian ID-card or Mobile-ID
Multi-channel access across web, mobile and chatbot
Federated architecture that keeps data with each owning agency
Ask several agencies within a single conversation thread
Automatic form filling for tax, benefits and registrations
Document inquiries and applications through the assistant
Continuous learning from user interactions
Integration with tax, social and business registries
Personalized service recommendations based on user profile
Open-source AI components published on GitHub
Integrations
n8n
Make
Zapier
Claude Desktop
Claude Code CLI
Cursor
Antigravity
OpenAI Codex
Mistral Le Chat

What real users say: Lookio vs Bürokratt

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

Lookio

21 mentions across 2 sources · 43% positive — mixed (averaged across 2 sources)

YouTube, Product Hunt

What users praise

  • • 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).

What frustrates them

  • • 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.

Researched Jul 4, 2026

Bürokratt

No verifiable community signal. We scanned public discussion on Oct 14, 2026 and found posts matching the name “Bürokratt”, but could not establish that they are about this product rather than something else sharing its name. Rather than publish a score built on the wrong subject, we publish none.

Who should pick which

  • Global sales team automating RFP responses
    Pick: Lookio

    Lookio's document upload, API, and MCP integration make it ideal for pulling answers from a library of RFP documents. Recent PATCH endpoint and faster widget improve workflow.

  • Estonian resident filing taxes
    Pick: Bürokratt

    Bürokratt is designed specifically for Estonian e-services with secure ID-card authentication and direct integration with tax and social databases.

  • Developer building RAG workflow in n8n
    Pick: Lookio

    Lookio's API, MCP server, and n8n templates (10 best RAG workflows) provide extensive automation capabilities. Latest news shows active development in this area.

  • Estonian e-resident registering a company
    Pick: Bürokratt

    Bürokratt can automatically fill forms and submit applications to the business registry, a core feature not available in Lookio.

  • Tech support team building a copilot from technical docs
    Pick: Lookio

    Lookio's embeddable widget and multiple query modes allow creating a support copilot with sourced answers. 60% faster loading improves user experience.

Frequently Asked Questions

Lookio vs Bürokratt: which should you choose?

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.

Can Lookio be used on-premise or air-gapped?

No, Lookio is a cloud SaaS platform and does not support on-premise or air-gapped deployments.

Is Bürokratt available outside Estonia?

Bürokratt is primarily for Estonian citizens and e-residents. Its e-services rely on Estonian ID-card or Mobile-ID authentication, which limits access outside Estonia.

What languages does Bürokratt support?

Bürokratt mainly supports Estonian, with some English and Russian. Language support is not as broad as Lookio's which is English-first for documents.

What is Lookio's credit cost for a deep query?

Deep mode costs 20 credits per query. Credits are purchased in packs or via subscription.

Does Lookio support image or audio inputs?

No, Lookio is limited to text-based documents: PDF, CSV, Markdown, text files, webpages. No multi-modal support for images or audio.

Does Bürokratt integrate with any non-Estonian services?

No, Bürokratt integrates only with Estonian government databases and authentication systems.

Can I use Lookio's MCP server with agents besides Claude?

Yes, Lookio's MCP server supports Claude Desktop, Claude Code CLI, Cursor, Antigravity, OpenAI Codex, and Mistral Le Chat as per latest documentation.

Is Bürokratt open-source?

Yes, some of Bürokratt's AI components are open-source on GitHub, but the full assistant is a national service.

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Explore each tool further

Lookio
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Bürokratt
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Last reviewed: July 2, 2026