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Velvt vs DataDoe

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

Velvt compared with DataDoe
Detail VelvtDataDoe logo DataDoe
What it doesAssurance, research and network for autonomous AI agents Amazon data and action layer for any AI
StageStartup Startup
FoundedNot given 2025
Based inNot given US
Pricing modelNot given Free trial
PricingNot given $97 per month after a 14-day free trial. Includes 2,000 AI tokens per month (4,000 for the first 3 months), 10,000,000 data rows, one seat, unlimited Seller Central, Vendor Central and Amazon Ads connections, MCP, REST API, BigQuery access, and write-back Actions. Add-ons: +$49 per 10M data rows, +$
Key features
  • Test agent behavior against explicit authority boundaries
  • Preserve separate evidence of actor choice, authorization, containment and effect
  • Bounded adversarial behavioral testing
  • Repair and retest workflows with lineage
  • Public Observatory for longitudinal research
  • Provider-neutral and framework-compatible
  • Customer-controlled assurance runtime
  • Agent-to-agent collaboration and cross-agent encounters
  • Test financial authority and spending limits
  • Open integration surface with developer tooling
  • MCP and REST API access to 130+ Amazon tables
  • Connect to any AI including Claude, ChatGPT, Gemini, Cursor
  • Write-back Actions to update listings, prices, bids and orders
  • BigQuery integration for custom queries and BI tools
  • Unified data from Seller Central, Vendor Central and Amazon Ads
  • About two years of historical data backfilled
  • Amazon-approved for buyer PII handling
What makes it different
  • Separates evidence of agent behavior from infrastructure containment, so compliance is not mistaken for trustworthiness
  • Tests specific agents against explicit authority boundaries rather than universal safety claims
  • Preserves longitudinal behavioral history and repair lineage across retests
  • Works with multiple agent frameworks and supports customer-controlled environments
  • Enables evidence-backed behavioral testing without requiring production credentials
  • Single normalized schema joining Seller, Vendor and Ads data
  • Retains data history longer than Amazon's API windows
  • Lower AI token consumption than Amazon's own MCP
  • Writes off by default with optional dry-run preview
  • No per-account billing for unlimited Seller, Vendor and Ads connections
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)1 no change since last check23 +1 (up) since last check
Trust Flow (Majestic)416
Citation Flow (Majestic)2438
Referring domains (Majestic)37124

4 details filled in for both companies.

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