Most AI projects stall before production. We are the team that gets them across the line — designing, building, and deploying intelligent platforms that verify field work, eliminate fraud, and give contractors frictionless access. Powered by Azure AI, LLMs, and real-time evidence pipelines.
We design, build, and deploy production-grade AI platforms for field operations. From strategy and architecture to integration and managed services — we cover the full lifecycle, not just proofs of concept.
Multi-agent LLM validation pipelines that ingest contractor evidence — photos, forms, measurements — and validate against machine-readable SOPs. We design the agent architecture, build the validation chains, and deploy deterministic verdict engines that produce PASS, REWORK, or ESCALATE outcomes with full audit trails.
Passwordless evidence submission portals built on 256-bit OTP-secured magic links. No contractor accounts, no app installs, no friction. We handle the full authentication flow — token generation, OTP delivery, session management, and HMAC-signed audit trails — so field workers can submit evidence in under 60 seconds.
End-to-end Azure AI architecture design and deployment — from Azure OpenAI integration to AI Search RAG pipelines, Container Apps hosting, and Entra ID identity. We build production-grade AI platforms inside your Azure tenancy, with proper security controls, monitoring, and cost governance from day one.
Multi-signal fraud detection and contractor trust scoring systems. We combine GPS geofencing, EXIF metadata tamper detection, SHA-256 evidence sealing, liveness detection, and behavioral analytics into a single trust score that decays over time — so you always know how much to trust a piece of evidence.
AI-powered inspection and property management automation for HOAs, VvEs, and property managers. GPT-4o vision generates inspection reports from photos, RAG grounds responses in your SOPs, and the work order lifecycle — from inspection to cost estimation to contractor assignment — runs on a 6-phase state machine.
Compliance-ready AI platforms built for regulated industries. We implement EU AI Act Article 50 transparency, GDPR data subject rights, HMAC-signed immutable audit trails, and append-only event logs — so your AI deployments meet legal obligations without retrofitting compliance after launch.
From discovery to managed service — a structured engagement that takes you from idea to production AI, and keeps it running. No stalled proofs of concept. No demos that never ship.
We start with structured workshops to understand your field operations, identify high-value AI use cases, and assess your data readiness. You get a prioritized roadmap with recommended Azure services, architecture patterns, and estimated timelines.
We design the production architecture — agent topologies, data pipelines, authentication flows, and security controls. Every design decision is documented, reviewed, and aligned with your security baseline before a single line of code is written.
We build the platform in your Azure tenancy using iterative sprints. You see working software every two weeks — not slideshows. We deploy with Infrastructure as Code (Terraform), CI/CD pipelines, and full observability from day one.
AI platforms need active management — model updates, prompt tuning, capability expansion as new Azure services launch. We provide a named technical lead who knows your platform and evolves it in prioritized sprints as your needs grow.
A repeatable AI workflow that turns contractor evidence into a trusted verdict.
Operator uploads the Standard Operating Procedure for the field job.
Field worker submits photos, forms, and measurements via a magic link.
Multiple agents check evidence, metadata, sequence, fraud, and integrity.
System returns PASS, REWORK, or ESCALATE with deterministic scores.
Compliant work is accepted automatically with a full audit trail.
Failed checks trigger a rework request with exact failure reasons.
Platforms we have architected, shipped, and hardened for production.
An 8-agent parallel validation system that ingests contractor evidence, validates against machine-readable SOPs, and issues deterministic verdicts.
Enterprise-grade magic link authentication — 256-bit tokens, OTP step-up, EU AI Act consent, HMAC-signed immutable audit trail.
Multi-tenant SaaS for HOA/VvE — GPT-4o vision inspection reports, RAG knowledge base, contractor work orders, performance scorecards.
End-to-end field service operations — 6-signal fraud detection, 7-signal trust scoring, three-way invoice matching, kanban dispatch.
Zero friction for contractors. Enterprise-grade security for operators.
SHA-256 token hashing, OTP lockout, IP + token rate limiting, and HMAC-signed audit events.
We integrate with the tools and platforms your team already uses. Whether you need Azure-native services, open-source alternatives, or hybrid deployments — we build the connections that make AI work inside your existing workflows.
Beyond technology stacks, we connect AI into the operational workflows that field teams depend on every day.
Azure-native by default, open-source at heart. We choose the right tool for each component — and every choice comes with a fallback strategy so your platform never depends on a single vendor.
Primary platform
Fallback & portability
Hybrid by design. Every Azure service has an open-source fallback — so your platform runs in the cloud, on-premises, or in disconnected field environments.
Field operations that need intelligence, accountability, and scale.
We are not generic cloud consultants. We live in the Azure AI stack every day, and we have shipped the platforms to prove it.
No hallucination risk on business-critical decisions. Language models handle text and image interpretation; all verdicts, scores, and thresholds are deterministic Python with explainable policy gates. You always know why the AI made a decision.
EU AI Act Article 50, GDPR, HMAC-signed immutable audit trails, and append-only event logs are part of the architecture from day one. We do not retrofit compliance after launch — it is engineered into every component we build.
Full Azure ecosystem fluency with graceful fallbacks to Ollama and local filesystem for offline and hybrid deployments. Your AI platform works in the cloud, on-premises, or in disconnected field environments — without rewriting code.
We do not build demos that never ship. Every engagement goes from discovery to production to managed service. You get working software in your Azure tenancy, with monitoring, documentation, and operator training — not a slideshow.
Production platforms handling thousands of evidence submissions per day. Parallel agent validation, Celery task queues, Redis caching, and autoscaling Container Apps — engineered for throughput, not just correctness.
Knowledge transfer is part of every engagement. We document the architecture, train your operators, and provide runbooks — so your team can manage and evolve the platform. You own the code, the infrastructure, and the capability.
Tell us about your field operations challenge. We will respond within one business day.