Kompas AI vs AI21 Labs

Compare research AI Tools

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Kompas AI

Deep research and report generation that iteratively analyzes hundreds of sources to produce structured briefs, citations and next-step recommendations.

Pricing Free trial / Starts $19.99 per month
Category research
Difficulty Beginner
Type Web App
Status Active
AI21 Labs

AI21 Labs

Advanced language models and developer platform for reasoning, writing and structured outputs with APIs tooling and enterprise controls for reliable LLM applications.

Pricing Free credits / Pay as you go
Category research
Difficulty Beginner
Type Web App
Status Active

Feature Tags Comparison

Only in Kompas AI

researchbriefscitationsautomationmarket-intelligenceanalyst

Shared

None

Only in AI21 Labs

llmapireasoningjsonguardrailsenterprise

Key Features

Kompas AI

  • • Iterative multi-pass research that expands coverage and depth
  • • Citation management with links and confidence notes
  • • Thematic clustering and summaries for fast scanning
  • • Charts tables and key facts blocks in exports
  • • Workspace history and collaboration for teams
  • • Configurable scope length and aggressiveness settings

AI21 Labs

  • • Reasoning models: Focused on multistep tasks that need planning consistency and better intermediate reasoning signals
  • • Structured outputs: JSON mode function calling and extraction endpoints keep responses machine friendly
  • • Grounding options: Hook models to documents or endpoints to reduce hallucinations and improve trust
  • • Eval and tracing: Built in tooling to test variants measure quality and observe latency cost and failures
  • • Controls and guardrails: Safety filters rate limits and sensitive content rules for responsible deployment
  • • Customization: Fine-tuning and instructions to align outputs with domain style and policy constraints

Use Cases

Kompas AI

  • → Market landscape and competitor mapping with sourced claims and charts
  • → Vendor shortlist comparisons with pros cons and pricing notes
  • → Policy and regulatory summaries with citations to primary texts
  • → Technology reviews and architectures synthesized from docs
  • → Customer voice aggregation from forums reviews and QA sites
  • → Go-to-market briefs for new regions or segments

AI21 Labs

  • → Build assistants that return structured JSON for integrations
  • → Create summarizers that cite sources and follow templates
  • → Automate classification and triage workflows with high precision
  • → Generate product descriptions with policy compliant phrasing
  • → Design agents that call tools and functions deterministically
  • → Run evaluations to compare prompts and models for quality control

Perfect For

Kompas AI

analysts product marketers founders and consultants who need credible research summaries with citations and structured exports

AI21 Labs

ML engineers platform teams data leaders and enterprises that need controllable language models tooling and governance for production features

Capabilities

Kompas AI

Multi-Pass Discovery Intermediate
Themes and Claims Intermediate
Structured Reports Basic
Workspaces and History Intermediate

AI21 Labs

JSON and Functions Professional
Eval and Tracing Professional
Docs and Knowledge Intermediate
Security and Policy Enterprise

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