Promptotype vs Lookio

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Promptotype compared with Lookio
Detail	Promptotype	Lookio
What it does	Platform for developing, testing, and monitoring structured LLM tasks	Build AI assistants on your business documents with retrieval-augmented generation
Stage	Not given	Startup
Founded	Not given	2025
Based in	Not given	DE
Pricing model	Freemium	Freemium
Pricing	Free plan at $0/month includes advanced prompt engineering playground and test queries. Basic plan at $6/month adds prompt template library and collection testing. Professional plan at $10/month includes 60-day run history, fine-tuning, and 1 weekly scheduled run. Yearly pricing available with 2 mon	Forever Free plan: 100 welcome credits, 125k words knowledge base. Credit packs: Launch Pack 200 credits €6, Orbit Pack 1,000 credits €24, Lunar Pack 2,500 credits €52.50, Stellar Pack 10,000 credits €180, Galactic Pack 50,000 credits €750, Cosmic Pack 200,000 credits €2,400. Starter plan €19/month
Key features	Advanced prompt engineering playground Design prompt templates with extended playground Define test queries with expected result JSON schemas or values Test prompts across entire query collections Function calling support Run and test history tracking Schedule periodic automated tests Model fine-tuning from collections Team collaboration Prompt template and model library management	Embed chat widget on website or documentation platform Automatic sitemap syncing to keep knowledge current GDPR-compliant and data never used for model training No hallucinations through strict grounding in uploaded documents Integration with n8n, Make, Zapier and custom applications
What makes it different	Structured approach to prompt engineering with JSON schema validation Test entire collections of queries simultaneously for production readiness Automatic expected result generation from model outputs Full function calling support in playground and testing	No vector database management required - Lookio abstracts infrastructure complexity Built for automation and integration, not just interactive reading European data processing option with Mistral for GDPR-sensitive use cases Hybrid knowledge base combining documentation with proprietary Q&As Fast widget integration with minimal code required
Community votes	0	0
DR (Domain Rating by Ahrefs)	17 no change since last check	14 no change since last check
Trust Flow (Majestic)	3	1
Citation Flow (Majestic)	26	27
Referring domains (Majestic)	40	45

5 details filled in for both companies.

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