All field notes

AI spend becomes manageable when it is captured per request, attributed to features and teams, and turned into unit economics. This playbook covers capture, attribution, unit metrics, budgets, alerts, and finance integration.

Chemical manufacturing generates enormous process data and carries a heavy regulatory documentation burden. This guide covers turning process history into quality insight, accelerating deviation investigation, handling substance regulatory documentation, and why process safety decisions and control actions remain with qualified engineers and operators.

Electric utilities balance reliability, safety, and a grid absorbing distributed generation. This guide covers outage prediction and restoration support, asset condition monitoring across a large estate, vegetation management prioritisation, and why switching and any operation affecting network safety stays with qualified control engineers.

Parking operations combine real estate economics with high-volume enforcement, and enforcement errors generate complaints and appeals. This guide covers occupancy forecasting and pricing, supporting enforcement with better evidence, handling payment disputes, and why penalty issuance and appeal decisions require human judgement and a defensible record.

Pipeline operators hold enormous volumes of inspection data and limited capacity to act on all of it. This guide covers supporting inspection data interpretation, prioritising integrity work by consequence, leak and anomaly detection from operational data, and why integrity determinations and operational decisions remain with qualified engineers.

Waste collection is a routing problem wrapped in regulatory obligation, with contamination costs that fall on the operator. This guide covers route optimisation against real constraints, contamination detection and its customer implications, fleet and container management, and the compliance reporting that must be accurate rather than merely produced.

Water utilities manage buried assets they cannot see, under regulatory targets for leakage and service. This guide covers acoustic and flow-based leakage detection, asset condition inference for renewal planning, customer service at scale, and why supply decisions and quality determinations remain firmly with qualified operators.

For SaaS, forward deployed engineers unlock enterprise deals and hard integrations—then feed what they learn back into the core product. The dual-value model.

Prompts are production configuration and deserve the same discipline as code: versioning, review, testing, staged rollout, and rollback. This playbook covers building a prompt management system that provides it.

Some decisions cannot wait for a batch job: fraud, outages, safety events, and customer moments. This playbook covers building a real-time AI monitoring system from streaming ingestion to scoring, alerting, feedback, and evaluation.

A recommendation API has to be relevant, fast, and measurable in the same request. This playbook covers signals, candidate generation, ranking, low-latency serving, experimentation, and monitoring.

Salesforce holds the customer record and a rich permission model that an AI agent must inherit. This playbook covers permissions, data access, actions with approvals, integration with flows, governance, and evaluation.

Semantic search finds meaning, not just keywords, but only when it is combined with lexical search, reranking, and honest relevance evaluation. This playbook covers the build from indexing to operations.

Slack is where work already happens, which makes it the natural home for an AI assistant if it respects permissions, stays grounded, and acts only with approval. This playbook covers the build from app setup to evaluation.

Transcription quality decides what every downstream AI feature can do with voice. This playbook covers audio capture, model selection, diarization, custom vocabulary, post-processing, privacy controls, and evaluation.

A vector search service is shared infrastructure for RAG, semantic search, and recommendations. This playbook covers the embedding pipeline, index choice, filtering, multi-tenancy, latency, freshness, and evaluation.

RAG demos are easy; production LLM systems are not. How to outsource LLM and RAG development to a partner that handles retrieval, evaluation, and guardrails.

Car rental margins depend on fleet utilisation and on damage disputes that sour customer relationships. This guide covers demand-led repositioning, consistent damage documentation and assessment support, high-volume customer service, and why damage liability determinations and charges must stay under human control with evidence.

Card issuing operates at volumes where a percentage point of operational efficiency is material. This guide covers dispute and chargeback processing, fraud alert triage without punishing genuine customers, servicing across millions of accounts, and the regulated decisions — credit limits, adverse action, collections treatment — that stay human.

Family offices manage complexity across custodians, entities, and asset classes with very small teams, and discretion constrains what can be outsourced. This guide covers consolidating positions from incompatible sources, handling document flow, reporting across entity structures, and why confidentiality requirements shape the architecture more than cost does.

Investor relations is a consistency discipline under legal constraint. This guide covers checking disclosure consistency across materials, preparing for analyst questions from prior transcripts, analysing calls and coverage, and why forward-looking statements and anything approaching selective disclosure must remain firmly under human control.

Private equity firms spend disproportionate effort on document review during diligence and on chasing portfolio company data afterwards. This guide covers accelerating diligence document work, standardising portfolio reporting across companies that all measure differently, supporting LP reporting, and why investment judgement stays with the deal team.

Remittance businesses run on thin margins across many corridors, with compliance obligations that scale with volume. This guide covers screening support, corridor and correspondent operations, multilingual customer service for a diaspora customer base, and why compliance determinations and blocking decisions stay with trained humans.

Venture firms see more opportunities than any team can assess and support portfolios that ask the same questions repeatedly. This guide covers sourcing and screening at scale, diligence research with proper source discipline, portfolio support that scales partner knowledge, and why investment decisions remain entirely human.