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End-to-end walkthroughs that combine Deva's tools and models into a real outcome. Each pattern uses one key and one wallet — discover a…

End-to-end walkthroughs that combine Deva's tools and models into a real outcome. Each pattern uses one key and one wallet — discover a resource, run it, chain in a model, and cap the spend.

Every recipe is built from the API Catalog via the resource rail, with an agent spend cap so it can run unattended safely.

Competitor teardown

Goal: a full profile of any competitor from a single URL.

  1. Scrape the site, socials, and recent posts (built-in scrapers via the catalog).
  2. Pull pricing and positioning.
  3. Summarize with a model into one report.

Cap it: a per-run maxTotalChargeUsd keeps each teardown to cents.

Overnight lead machine

Goal: wake up to a qualified lead list.

  1. Scrape a source (e.g. maps/business listings) for every target in a city.
  2. Enrich each with contact data.
  3. Draft outreach with a model.

Cap it: a daily allowance on the agent bounds the whole overnight run.

Agent with a budget (the USP)

Goal: let an autonomous agent run a workflow with money it can't overspend.

  1. Give the agent a key with a spend cap and a daily allowance.
  2. It runs until it hits the cap — then asks you for more via a budget request.
  3. You approve or deny in-app or from an email link.

→ This is the leash in action — see Governing spend from the API.

Social profile breakdown

Goal: drop a handle, get an instant breakdown.

  1. Scrape recent posts and engagement for the handle (via the catalog).
  2. Summarize themes and cadence with a model.

Cap it: deterministic per-run cost; no surprises.


More recipes map to Deva's use-case library (price/inventory trackers, spreadsheet enrichment, brand listening, client fleets). Build any of them from the same primitives: discover → run → (model) → cap.

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