Crawl snapshots are how AI agents understand your product today. That's about to change.
Right now, AI agents guess your pricing from stale training data. They miss features you shipped last month. They recommend competitors based on information that's months old.
Toneeto replaces snapshots with trajectories: structured, verified Change Objects that tell agents what you are now — and what just changed.
Free. No signup required. See what agents get wrong about your product.
770 products tracked · 30,010 verified claims · Last scan: Apr 12
moonshotai/kimi-k2-instruct-0905 model was deprecated on April 15, 2026
No updates detected in 25 days. Previous cadence: every 4 days.
6sense offers a Free plan with 50 Data Credits per Month
2 changes on 2026-04-11: The platform offers a free tier with limited access to image generation and lang; The free tier plan costs $0 USD per month
4 changes on 2026-04-11: Fireworks AI launched Fireworks for Startups Program; Fireworks AI launched Batch API for bulk async workloads; Fireworks AI launched Fireworks Virtual Cloud in GA (+1 more)
This is what crawl snapshots produce
Real examples from products we track — what AI agents say vs. what's actually true.
“Replit is an online integrated development environment (IDE) designed to facilitate coding”
See verified data on Toneeto
“Described Replit as a cloud-based IDE for writing, running, and deploying code when verified data describes it as a platform to build apps and sites with AI without coding needed”
See verified data on Toneeto
“The Pro plan is priced at $10 per user per month”
Cursor is a modern code editor designed to enhance the productivity of developers by integrating AI-powered features
“Bolt.New is a cutting-edge software platform designed to streamline and automate the process of software development”
See verified data on Toneeto
“Groq is known for providing high-performance tensor processing units (TPUs)”
See verified data on Toneeto
Real findings from AI agent probes. Source or silence — every error shown was actually observed.
Snapshot vs. Trajectory
AI agents today work with frozen snapshots. They need structured trajectories.
What the agentic web needs
AI agents are becoming the primary way people discover products. Smart agents will demand better data.
Structured provenance
Every claim has a source and a date. Agents can cite where they got their information.
Freshness with TTL
Pricing has a 14-day shelf life. Feature lists last 30 days. Agents know when data expires.
Trajectory, not state
Not just what the product is — what changed, when, and why it matters. Momentum is signal.
Publisher verification
When the company confirms data, that's the highest trust tier. Crawl guesses are the lowest.
Toneeto is building this infrastructure. We're in alpha.
Become a design partnerThree steps from snapshot to trajectory
1. See the snapshot
Run a free drift report. See exactly what AI agents get wrong about your product — pricing, features, positioning.
2. Claim your truth
Verify domain ownership. Correct errors. Add what's missing. Your data becomes the highest trust tier.
3. Agents get your trajectory
Your Change Object replaces the crawl snapshot. Verified, structured, source-attributed — distributed to every agent.
What just changed
Real changes detected and verified across tracked products. Ranked by data quality. Nothing here bought its position.
instagram.comSocial MediaFree Tier Launched2 changes on 2026-04-10: Instagram offers unlimited users on free plan; Instagram introduced a new feature allowing…10Apr 10instagram.comSocial MediaFeature AddedInstagram app was released on 2026-04-091Apr 9Built in Mountain View
Toneeto is a small team working on the data layer for the agentic web. We're a Delaware Public Benefit Corporation. Our mission: the best product wins — not the biggest budget.
We're in alpha. We work directly with design partners — businesses that ship fast and want AI agents to keep up. If that's you, we want to hear from you.