Enterprise AI, Past the Pilot Stage
Roughly 95% of enterprise AI pilots never reach production. This is the library for the teams beating that number — agentic workflows, evaluated tools, and playbooks built for governance, scale, and real deployment.
Enterprise Workflows
Agentic systems for large organizations — each with its orchestration pattern, ROI framing, and failure modes spelled out.
Multi-Agent Customer Support Deflection at Scale
AdvancedA tiered agent system that resolves routine support tickets end-to-end, escalates the rest with full context, and keeps humans on the hard 20%.
At 100k tickets/year and a blended $6-8 fully-loaded cost per tier-1 contact,…
Enterprise RAG Over Internal Knowledge Bases
AdvancedA governed retrieval system that answers employee questions from internal docs — with permissions, citations, and an eval harness that catches drift.
Internal RAG rarely shows up as headcount savings — it shows up as time. If…
Contract Review & Procurement Agent (Human-in-Loop)
IntermediateAn agent that triages inbound contracts against your playbook, flags deviations, drafts redlines, and routes to legal — with a human owning every signature.
For a team reviewing 200 contracts a month, cutting first-pass review from ~90…
AI Incident Response & SRE Copilot
AdvancedA copilot that accelerates incident triage — correlating signals, surfacing similar past incidents, and drafting the timeline — while engineers stay in command.
Mean time to resolution is the metric. Shaving even 20-30% off MTTR on…
RFP & Security Questionnaire Automation
IntermediateA retrieval agent that drafts answers to RFPs and security questionnaires from a governed answer library — so sales engineering reviews instead of retypes.
Cutting a 200-question RFP from three days to half a day of human effort…
Financial-Close Anomaly Detection
IntermediateAn agent that reviews the close in parallel with accounting — flagging unusual entries, missing accruals, and variance outliers for a controller to judge.
The payoff is fewer post-close adjustments and audit findings, and a shorter,…
Tools for Enterprise AI
Agent frameworks, evaluation and observability, governance, and infrastructure — assessed honestly, with the enterprise caveats.
Amazon Bedrock
AI InfrastructureAWS's fully managed service for accessing foundation models from multiple providers, with agents, guardrails, and knowledge bases built in.
Cohere
AI / LLMAn enterprise-focused foundation model provider, with strong retrieval, reranking, and multilingual models plus private deployment options.
Databricks Mosaic AI
AI InfrastructureDatabricks' suite for building, governing, and serving production AI — agents, RAG, fine-tuning, and evaluation — on top of your governed data.
Galileo
AnalyticsAn enterprise platform for evaluating, monitoring, and guarding AI agents and LLM applications, including real-time protection against unsafe outputs.
Glean
AI / LLMAn enterprise AI platform that connects to company apps to power permission-aware search, an assistant, and agents over internal knowledge.
LangGraph
AI / LLMA low-level orchestration framework for building stateful, multi-step agent workflows with explicit control over state, branching, and human-in-the-loop steps.
Research & Insights
The honest version of enterprise AI — the forward-deployed engineer trend, the layoffs data, and why pilots stall.
AI Layoffs: Hype vs. Reality — What the 2026 Data Shows
Companies keep blaming layoffs on AI. The data says it is real — and also heavily oversold. Here is what is actually happening.
ReadWhat a Forward-Deployed Engineer Actually Does
The FDE is 2026's breakout tech role — hiring is up ~800% since 2025. Here is what the job really is, and why enterprises suddenly need it.
ReadEnterprise Playbooks
Free, email-gated implementation guides — adoption, the FDE function, and AI governance for regulated industries.
The Enterprise AI Adoption Playbook
FreeA practical guide to moving enterprise AI from stalled pilots to production — governance, sequencing, and the patterns that actually ship.
PDFStanding Up a Forward-Deployed Engineer Function
FreeHow to build an FDE practice — the role that closes the gap between AI capability and real deployment, and why demand for it grew 800% since 2025.
PDFAI Governance & Risk Framework for Regulated Industries
FreeA governance framework for deploying AI in regulated environments — risk tiering, controls, human oversight, and audit evidence that holds up.
PDFEnterprise AI, without the hype
Workflows, tooling, and operator-minded analysis for teams deploying AI at scale. No breathless takes — just what is working.
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