Lookio vs Bürokratt

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

Analysis reviewed Live tool data as of 2026-09-01
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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.

Lookio
Lookio

Build RAG assistants from company docs with API, MCP, or widget.

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Bürokratt
Bürokratt

Estonia's free AI assistant for government e-services, secure via eID, but live site is just a placeholder.

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Pricing
Freemium
Free
Plans
$0/mo
€19/mo or €190/yr
€79/mo or €790/yr
Custom
€6
€24
€52.50
€180
Popularity
0 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 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
Natural language search across 50+ government e-services
Speech-to-text and text-to-speech for voice interaction
Secure authentication with Estonian ID-card or Mobile-ID
Multi-channel access: web, mobile, and chatbot
Federated architecture keeps data with each agency
24/7 availability for common government requests
Automatic form filling for tax, benefits, and registrations
Document inquiries and applications via AI
Continuous learning from user interactions
Integration with tax, social, and business registries
Personalized service recommendations based on user profile
Open-source AI components available on GitHub
Integrations
n8n
Make
Zapier
Claude Desktop
Claude Code CLI
Cursor
Antigravity
OpenAI Codex
Mistral Le Chat
Estonian ID-card
Mobile-ID
Tax registry
Social registry
Business registry

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

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

5 mentions across 1 sources · 70% positive

YouTube

What users praise

  • Unified AI interface across 50+ government services — one conversation for taxes, benefits, registrations.
  • Federated architecture keeps user data with each agency, enhancing privacy.
  • Free for Estonian residents and e-residents.
  • Secure authentication via national eID (ID-card, Mobile-ID).

What frustrates them

  • Limited release — not all agencies connected, so functional gaps are common.
  • Official website is a placeholder with no product details.
  • Mandatory eID restricts access to Estonia only.
  • Mainly Estonian language support; English/Russian incomplete.

Researched Aug 26, 2026

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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Last reviewed: July 2, 2026