API + AI Across Your Stack
APIs on beat—data enriched by AI. Subhead: Move and transform data between apps with one‑shot AI steps (classify, extract, summarize). Hardened, monitored, and cost‑controlled.
Best For
Cross‑system syncs, enrichment, classification, and approvals
What we Use
App/REST APIs, webhook relays, OCR/LLM steps (usage‑metered), queueing & retries
KPI Impact
4–6 weeks
What it Does?
Sync & transform | Keep CRM, GL, billing, and data warehouse aligned; map & transform schemas. |
AI enrichment | Categorize transactions, extract line‑item fields, summarize tickets/emails. |
Contextful alerts | Send actionable digests with links, not just “click to open.” |
Governance | Rate limits, cost caps, and fallbacks when AI confidence is low. |
Examples
- Salesforce opportunity → generate invoice in QBO/Xero; attach PO; post to Slack for approval.
- Vendor bill capture → OCR → code to vendor/GL class → route to approver → post on approval.
- Stripe payouts → reconcile to GL; raise mismatch tickets with suggested fixes.
FAQs

Serrano Bookkeeping faced significant challenges in managing their sales workflow, resulting in inefficiencies, missed opportunities, and a heavy reliance on manual processes. By implementing STRMS, they successfully streamlined their lead management, onboarding processes, and client communication, dramatically improving their overall efficiency.