Cost breakdown - Xura

Ballpark numbers assuming Sonnet 4.6, medium-sized queries.

Feature	Cost / run	Notes
Dashboard query	$0.01 -$ 0.05	Single query, one LLM turn
Flow run (small)	$0.02 -$ 0.10	3-4 nodes, one gate
Flow run (large)	$0.10 -$ 0.40	8+ nodes, multiple queries + actions
Signals research	$0.05 -$ 0.15	5 web_search + LLM synthesis
Plan from description	$0.02 -$ 0.08	One LLM call, no tools
Deep research (Word doc)	$0.30 -$ 1.20	Multi-turn, many web searches
Slides generation	$0.10 -$ 0.40	Multi-slide deck synthesis

Cost drivers to watch

Model choice — Opus is 5× everything.
web_search — highest single tool cost. Capped where Xura controls it.
max_tokens — output cap. Xura sets reasonable defaults (2500 for flows/signals).
Data row count — big query results = big context = expensive next turn.
Continuations — pause_turn loops that go deep. Xura caps at 1 for cost paths.

Where to see spend

Settings → Activity log. Filter by source to isolate a feature’s cost.