milliseconds.ai vs Defog

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

milliseconds.ai compared with Defog
Detail	milliseconds.ai	Defog
What it does	Small model. Big decisions.	AI data analyst for enterprise data analysis
Stage	Not given	Not given
Founded	Not given	Not given
Based in	CA	Not given
Pricing model	Freemium	Not given
Pricing	Test plan: 125 million free input tokens per month with test_sk keys. Production plan: $0.04 per million input tokens with prod_sk keys (no charge for output tokens). Minimum credit bundle of $10 to unlock production access.	Enterprise (Cloud Hosted): $5,000/month with 20,000+ queries/month, one-click Docker deployment, SSO authentication, custom AI tools, white glove onboarding, priority support, up to 200 queries/minute, and SLA/MSA/DPA available. Enterprise (Self-hosted): Annual commitment required, includes everythi
Key features	Classification with score distribution and confidence Text and image extraction Yes/no decisions with probability Entity recognition and extraction Field verification against source Multi-level classification (classify-tree) OpenAI SDK compatibility Sentiment or tone rating Question answering with source spans SDK support for TypeScript and Python	Support for Postgres, Snowflake, SQL Server, MySQL and other structured databases Connect SaaS tools and ask questions across multiple sources Import and work with CSV and Excel files Auto-visualization and result saving Desktop app, Slack bot, Docker deployment and cloud marketplace options Deterministic security filters against prompt injections Self-hostable on own infrastructure Learn from feedback and adapt responses Multi-step reasoning for complex questions Statistical analysis and custom analysis tools
What makes it different	Optimized for bounded decisions with millisecond latency, avoiding slow token-by-token generation Extremely cost-effective at $0.04 per million input tokens with no output token charges 125 million free test tokens monthly with no card required Production-ready with REST API, SDKs, and CLI interfaces Structured responses enable direct application logic without additional parsing	Powered by SQLCoder, the most accurate text-to-SQL model Data never leaves your servers with privacy-first design Consistently deterministic results for the same question Learns and adapts to user feedback in real-time Deploy in 5 minutes with multiple deployment options
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	19 +1 (up) since last check	60 no change since last check
Trust Flow (Majestic)	28	10
Citation Flow (Majestic)	31	33
Referring domains (Majestic)	42	319

4 details filled in for both companies.

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