AI Model Fallback and Degraded Mode for Production Workflows
An AI model fallback plan defines retry, switching, degraded mode, escalation and recovery evidence before a production workflow depends on one provider.
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Field notes on production AI, workflow automation, custom software, integrations, and the operating tradeoffs behind shipping them.
RAG Knowledge Base Acceptance Tests Before Employee Rollout
A RAG knowledge base is ready for staff only when access, source freshness, citations, deletion, refusal and answer tests pass against real work questions.
AI Voice Agent Pilot: 12 Tests Before Customer Calls
Use 12 acceptance tests to check call scope, noisy audio, tool accuracy, human handoff, consent, rollback and ownership before an AI voice agent goes live.
AI Agent Permissions Matrix for the First Production Workflow
A five-level AI agent permissions matrix sets read, prepare, write, approval and action limits before the first production workflow can go live safely.
AI Vendor Exit Checklist: 10 Production Handover Tests
Use 10 acceptance tests to verify code, cloud, data, models, access, monitoring, rollback, and ownership before completing an AI vendor handover safely.
How to Compare Software Development Proposals
Software development proposals should align scope, assumptions, QA, security, ownership, delivery and support before price. See the 10-area framework.
Document Processing Automation Cost: OCR, LLM, Review, Audit Trails
Document processing automation cost depends on page volume, variation, OCR, LLM extraction, review, integrations and audit retention. Compare all 8 inputs.
n8n Consultant vs In-House Automation Engineer: Cost, Control, Risk
Choose an n8n consultant for bounded delivery or an in-house automation engineer for sustained ownership. Compare cost, control, continuity and governance.
Agency-to-In-House Engineering Handover Checklist for Founders
Transfer code, cloud, releases, security, data and operating knowledge in an agency handover. KUMO provides full IP transfer from day one. Get 8 checks.
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