AI21 Labs vs AlphaSense

Compare research AI Tools

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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
A

AlphaSense

Market intelligence and financial research platform that unifies filings transcripts broker research news and expert calls with AI search and monitoring for enterprises.

Pricing By quote
Category research
Difficulty Beginner
Type Web App
Status Active

Feature Tags Comparison

Only in AI21 Labs

llmapireasoningjsonguardrailsenterprise

Shared

None

Only in AlphaSense

market-intelresearchfinancefilingstranscriptsalerts

Key Features

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

AlphaSense

  • • Unified corpus of filings transcripts broker research and news
  • • AI search with Smart Synonyms to find relevant context fast
  • • Watchlists and alerts for companies sectors and themes
  • • Notebook quotes snippets and export to Excel and PPT
  • • Expert call libraries and premium content via partners
  • • Compliance and entitlements for research distribution

Use Cases

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

AlphaSense

  • → Track competitor moves via alerts on filings and calls
  • → Build a fast brief for executives before earnings
  • → Validate an investment thesis using broker notes and KPIs
  • → Monitor regulatory risk and supply chain mentions
  • → Populate slides with sourced quotes and citations
  • → Scan expert calls for product adoption and churn signals

Perfect For

AI21 Labs

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

AlphaSense

investment analysts strategy leaders IR teams and market researchers who need fast governed access to filings research calls and news

Capabilities

AI21 Labs

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

AlphaSense

AI and Synonyms Professional
Watchlists and Alerts Intermediate
Notes and Exports Basic
Entitlements and Compliance Professional

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