Agent Builder generates a versioned, deterministic extraction agent, callable via API or MCP, with the same output every run. No LLM in the execution path. No surprises in production.
Free to start · API & MCP ready · No credit card required · Built on 18 years of enterprise web data infrastructure
Agent Builder handles the scaffolding. You stay in control of what matters: the schema, the schedule, the acceptance criteria.
Watch Agent Builder go from prompt to production in under 2 minutes.
Tell Agent Builder what you want to extract: source URL, fields, refresh cadence. It loads the page, plans navigation, generates a schema, and runs a test extraction automatically.
The draft opens in the Visual Editor. Inspect every XPath, tweak field mappings, add validators, set acceptance criteria, configure deduplication. Full command-tree access. A named human signs off before anything ships.
Call it via the UI, REST API, or MCP. The agent runs deterministic code — same output every run, no LLM in the execution path. Every change is tracked. Every run is auditable. Integrates directly with Claude Cowork for analysis.
LLM-direct scraping is great for prototyping. It stops being the right tool the moment you need the same answer twice, or when a PM asks why the number moved, or a client asks how the data was sourced.
The LLM sees the page once, at agent creation. After that, a deterministic parser runs the job. No silent self-healing. No invented paths. The agent that ran yesterday produces the same output today.
Every agent is a nested text file, not an opaque binary config. Open in any editor. Diff it. Version control it. Peer-review it. Roll forward and back via your existing CI/CD workflow.
Call any agent through the REST API or MCP. Claude Cowork can invoke your agents directly at query time — no glue code, no pipeline to maintain. The data layer plugs straight into the AI workflow.
SOC 2 Type II certified. Federated identity via Okta, Microsoft, or Google. Role-based access, managed proxy tier with rate limits and concurrency caps. Gets past procurement at tier-one firms.
| Sequentum Agent Builder | LLM-direct scraping | DIY / open-source | |
|---|---|---|---|
| Same output every run | ✓ | ✗ | Maybe |
| API / MCP callable | ✓ | ✗ | Build it yourself |
| Version control friendly | Yes — plain text files | ✗ | Depends on tooling |
| Full audit trail | ✓ | ✗ | ✗ |
| SOC 2 Type II | ✓ | ✗ | ✗ |
| Time to first agent | Minutes | Minutes (not repeatable) | Days to weeks |
"LLM-direct scraping invents its own path each run, and there's no way to know what it hallucinated. That's fine for prototyping, but indefensible for production."
— Sequentum
Start for free. Connect your first source in minutes. No credit card required.
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