Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.
Real estate underwriting AI has matured for commercial investment decisions. The patterns reflect the data and the analytical workflows. Here is the 2026 reference.
Smart building data architectures have specific properties that distinguish them from generic IoT platforms. The patterns reflect building operational reality. Here is the 2026 reference.
AI in property management has shipped most successfully in maintenance triage and vendor coordination. The patterns reduce operational cost and improve resident experience. Here is the 2026 reference.
Real estate lead scoring AI has to outperform round-robin assignment without creating fair housing problems. The patterns that work in 2026 have specific properties. Here is the reference.
Demand response AI has moved beyond simple peak forecasting. The patterns span day-ahead planning through real-time dispatch. Here is the 2026 reference for what works.
Grid edge computing has matured into a category with specific deployment patterns. The substation is increasingly where AI inference happens. Here is the 2026 reference.
EV charging networks have grown into major grid loads requiring AI for pricing, load balancing, and grid coordination. The patterns have specific properties. Here is the 2026 reference.
Energy storage optimization combines dispatch decisions with degradation management. AI handles both. Here is the 2026 reference for what works.
Smart meter analytics at scale requires specific data platform patterns. The patterns reflect both the data volume and the utility operational requirements. Here is the 2026 reference.
Wildfire and weather AI has become operational reality for utilities in fire-prone regions. The risk models are in production rather than research. Here is the 2026 reference.
AI in energy efficiency programs has matured across targeting, measurement, and verification. The patterns affect program design and operations. Here is the 2026 reference.
Renewable generation forecasting has matured into a production AI category supporting grid operations. The patterns differ by resource type and by use case. Here is the 2026 reference.
AI in outage management spans prediction, restoration optimization, and customer communication. The patterns have matured into operational reality. Here is the 2026 reference.
Energy customer analytics has matured beyond billing into broader customer insight. The patterns affect customer service, program design, and revenue protection. Here is the 2026 reference.
PropTech platforms integrate with many systems: MLS, CRM, payment, accounting, marketing. The integration tax is real. Here is the 2026 reference for managing it.
Tenant screening AI sits at the intersection of risk modeling and fair housing law. The patterns that work in 2026 have specific properties. Here is the reference.
AI in multifamily operations has moved past pilot projects into specific operational use cases. Renewals, rent-setting, and tenant experience patterns have settled. Here is the 2026 reference.
Most AI vendor negotiations focus on price and miss the levers that matter more over a multi-year contract. Six negotiation areas distinguish contracts that hold up from contracts that quietly…
Customer 360 projects often ship and then erode. The architectures that survive year two share recognizable patterns. Here is what production-grade Customer 360 actually looks like beyond the launch.
Data SLOs that exist on paper get ignored. Data SLOs that are operational get respected and pass audit. Five SLO categories matter most, and three implementation patterns distinguish operational…
Streaming joins are where most stream processing architectures break. Three failure modes account for the majority of incidents and three patterns handle them at scale. Here is the practitioner…
Cloud vendors have shipped enough zero-ETL integrations that the architecture is now an option for many workloads. The savings are real and the tradeoffs are specific. Here is the practitioner…
Data contracts that exist on paper get violated routinely. Data contracts that are enforced by infrastructure rarely do. Three enforcement patterns separate the two outcomes.
The open table format war has largely settled. Three formats remain in serious production use, each fitting different workload patterns. Here is the practitioner comparison without the vendor framing.
One long-form essay every other Wednesday. Written by the engineers shipping production AI for our clients, not by a content team. No promotional emails. Unsubscribe in one click.
