Tag

Workflow Automation

Articles tagged “Workflow Automation” on Ryshe.

GxP Audit Trails for AI Workflows on Azure

Build Part 11/Annex 11‑compliant AI audit trails on Azure: log identity, model version, input/output hashes, immutable storage, retention and review.

Oct 29, 2026 12 min read

Seven Azure Logic Apps callback patterns to match partner capabilities, latency, and recovery—pick the simplest model that fits.

Oct 29, 2026 16 min read

Compare BLEU, COMET, BLEURT, BERTScore and discourse-aware metrics to evaluate long technical translations and spot cross-sentence errors.

Oct 29, 2026 14 min read

Implement Azure predictive maintenance: start small, fix data quality, route alerts into ERP/MES, and measure downtime and scrap reductions.

Oct 29, 2026 13 min read

Status-based triggers and structured fields turn return visits from costly guesswork into automated, trackable follow-up workflows.

Oct 29, 2026 9 min read

Assume Azure webhooks will duplicate. Use an atomic durable idempotency key, persist claims, and separate replay flows.

Oct 29, 2026 10 min read

Compare Durable Functions vs Logic Apps Standard for reliable, long-running Azure workflows using timers, retries, events, and audit trails.

Oct 29, 2026 17 min read

Route only meaningful ERP events to Azure AI agents with idempotency, RBAC, approval gates, and traceable ERP write-backs.

Oct 29, 2026 14 min read

Verify raw webhook bytes with HMAC, enforce timestamp and replay checks, store secrets in Key Vault, and log failures in App Insights.

Oct 29, 2026 10 min read

Build a lean PO approval flow: trigger only pending approvals, extract key PO data, route by policy, write back to ERP, and audit runs.

Oct 29, 2026 12 min read

Use AI to sort, summarize, and flag airworthiness evidence—but require human approval, model governance, and full audit logs.

Oct 29, 2026 10 min read

Define pass/fail rules, run test sets, inspect traces and verify end states to ensure AI copilot tasks truly complete.

Oct 29, 2026 10 min read