Edge AI Audits & Fix-Ups

$15–25K per engagement

Most AI implementations underperform. We benchmark your models for accuracy, latency, and cost-per-inference, then deliver a remediation plan with before/after metrics. We fix broken pipelines, optimize prompts, reduce inference costs, and improve reliability.

Pydantic Logfire FastAPI Claude SDK Cloudflare Workers
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What you get

  • Full inference pipeline benchmark report
  • Latency, accuracy, and cost profiling
  • Prioritized remediation plan
  • Implementation of top 3 fixes
  • Before/after comparison dashboard

Tiny Model Workshops

$5–15K per session

Half-day and full-day training for engineering and leadership teams. Hands-on labs covering model compression (quantization, pruning, distillation), on-device deployment, and edge inference architecture. Your team leaves with working code.

Gemini Flash GLM 4.7 Flash Cerebras ONNX Runtime TensorFlow Lite
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What you get

  • Reusable curriculum for your team
  • Hands-on quantization labs (INT4/INT8)
  • Edge deployment exercises
  • Model selection framework
  • Follow-up office hours (2 weeks)

Fractional CAIO

$15–25K / month

Chief AI Officer as a service, specialized in edge-first strategy. Deep integration with your leadership team. We guide model selection, architecture decisions, vendor evaluation, and build/buy analysis for AI infrastructure.

Strategy Architecture Vendor eval Edge hardware
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What you get

  • Weekly strategy sessions with leadership
  • Architecture review and roadmap
  • Model and vendor evaluations
  • Board-ready AI strategy docs
  • Hiring and team structure guidance

Managed Edge MLOps

$10–30K / month

We manage your edge model lifecycle: deployment, monitoring, retraining, and observability. Built on Cloudflare Workers, Pydantic AI, and Logfire. You ship features; we keep the models running.

Cloudflare Workers D1 / R2 Pydantic Logfire Postgres sql-vec
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What you get

  • Model deployment pipeline
  • Real-time inference monitoring
  • Automated retraining triggers
  • Logfire observability dashboards
  • Monthly performance reports

Staff Augmentation

$150–250 / hour

Embed edge AI engineers directly in your team. Our engineers specialize in Cloudflare Workers, Pydantic AI, FastAPI, TinyML, and model optimization. Full-time or part-time placements.

Pydantic AI FastAPI Cloudflare TinyML SQLite
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What you get

  • Vetted edge AI / ML engineers
  • Full integration with your team
  • Weekly progress reports
  • Cross-sell into consulting services
  • Flexible hours: scale up or down

Edge AI Platform

Custom pricing

Productized model compression and edge deployment tooling. Automated quantization pipelines, inference cost benchmarking, and one-click deployment to Cloudflare Workers. Built from our consulting IP.

Quantization Distillation Benchmarking Cloudflare
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What you get

  • Automated model compression pipeline
  • Inference cost benchmarking suite
  • One-click edge deployment
  • Performance monitoring dashboard
  • Early access program available