Measured provider credits
Controlled cross-worker browser evidence cut Firecrawl credits from 18 to 9 with matching authoritative results.
AI AGENT COST OPTIMIZATION
Cut the tool work your agents pay for twice.
Token optimization is only part of the bill. Agents also spend money and capacity on browser jobs, search, extraction, APIs and repeated validation. SeenRelay measures exact repeated read-only execution and coordinates only the paths that prove safe positive value.
Concurrent provider jobs
Five simultaneous callers shared one provider execution with four follower reuses.
Audit first
The audit preserves authoritative calls. If the workload does not justify SeenRelay, the correct result is DO NOT USE.
WHERE THE COST HIDES
Optimize execution, not just tokens.
Duplicate tool calls
Same exact read-only tool call across agents or workers.
Browser / extraction
Metered browsing, scraping, rendering and extraction.
Paid API validation
Search, status, metadata and other repeatable reads.
Rate-limited capacity
Repeated jobs that consume scarce concurrency even when cash cost is low.
START WITH EVIDENCE
Find the repeated work before changing the runtime.
Native caches, request coalescing and provider controls stay first. SeenRelay is for the residual exact work that still repeats.