Edge AI consultancy specializing in tiny model deployment, model compression, and fixing underperforming AI implementations.
Most AI implementations underperform. We benchmark accuracy, latency, and cost-per-inference before writing any new code. Fix what exists before adding complexity.
Quantization (INT4/INT8), pruning, and distillation. We deploy models where they need to run—on-device, at the edge, without cloud dependency.
Inference on Cloudflare Workers. State in D1 and R2. Vector search with SQLite and sql-vec. No centralized infrastructure to manage.
Every engagement ships with comparison dashboards. Latency percentiles, accuracy scores, cost-per-inference, and reliability metrics—documented and verifiable.
Clear deliverables and pricing. No open-ended consulting engagements. You know what you get and what it costs before we start.
Start with 10–20 hours a week at $250/hr. See results in the first month. Scale up, move to a retainer, or walk away.
VectorLab is a focused consultancy built by engineers who ship edge AI to production. We work with a small number of clients at a time to maintain quality and depth.