Addy Networks is a senior AI engineering practice. We help founders and operators rebuild their infrastructure, ship focused Micro SaaS products, and turn AI from a slide deck into measurable revenue.
What we do
We deliberately don't do everything. We do three things — and we do them at the level of a senior in-house team.
We help you separate AI theater from real leverage. Roadmaps, model selection, RAG and agent architecture, vendor-neutral evaluations, and hands-on prototypes that prove value before you commit to a stack.
We design, build, and launch small, AI-augmented SaaS products end-to-end. Intentionally narrow scope, multi-tenant from day one, with auth, billing, infra, and growth baked in — so it can run as a one-person business.
Legacy systems, brittle workflows, mystery servers. We rebuild incrementally — strangler-fig migrations, IaC, observability, and AI-driven automation — while the lights stay on.
How we work
A predictable rhythm with clear deliverables. No 6-month black boxes, no surprises.
A focused discovery sprint. We map your goals, stack, data, and risks — and surface the highest-leverage wins.
A clear, no-jargon plan: chosen models, infra, integrations, milestones, and what we are deliberately not building.
Small ruthless team, weekly demos, production-ready from day one. No 6-month black boxes.
We hand off, train your team, and stay on as a fractional engineering partner — or step away cleanly.
Capabilities
Concrete things we deliver across every engagement — picked because they actually move the needle for AI and infrastructure work.
Retrieval-augmented assistants, multi-step agents, tool use, and human-in-the-loop workflows.
Replace manual ops with AI-driven pipelines — across CRM, support, ops, finance, and engineering.
Ingestion, embeddings, evals, governance. Production data that AI can actually use.
AWS, GCP, Cloudflare. Serverless-first, edge-friendly, cost-aware from day one.
Terraform/Pulumi, CI/CD, preview environments, secrets, and reproducible builds.
Metrics, traces, logs, evals, and product analytics that close the feedback loop.
Auth, RBAC, secret hygiene, and a sensible posture toward SOC 2 / HIPAA when needed.
Stripe, Slack, Notion, HubSpot, custom internal APIs — wired in cleanly and observably.
Self-hosted inference, BYO-keys, and patterns that keep sensitive data out of vendor logs.
Recent work
Names omitted, outcomes preserved. Full case studies available under NDA.
A RAG + tool-using assistant for a 40-person ops team. Replaced ~12 hrs/week of internal lookups.
A focused SaaS that extracts, classifies, and routes documents end-to-end. Launched in 9 weeks.
Strangler-fig migration off a monolithic PHP stack to a serverless edge architecture. Zero downtime.
Internal evals + golden datasets so the team could swap models confidently and prove regressions.
Questions
If you don't see your question here, send us a note — we usually reply within a business day.
Most engagements begin with a paid 1–2 week discovery sprint. We audit your current stack, data, and goals, then deliver a concrete roadmap with scoped phases, risks, and expected outcomes. From there you can continue with us or take the roadmap and run with it yourself.
RAG systems, agentic workflows, internal copilots, prediction and classification pipelines, document understanding, and AI-powered SaaS products. We prefer projects with clear business outcomes — automating real workflows, replacing manual operations, or unlocking new revenue.
Yes. We specialize in incremental rebuilds — strangler-fig migrations off of legacy monoliths, replatforming to modern cloud (AWS / GCP / Cloudflare), introducing IaC, observability, and CI/CD without taking the business offline.
Yes — from positioning and architecture to auth, billing, multi-tenant data, UI, deployment, and post-launch operations. We keep the surface area intentionally small so the product can ship fast and remain a one-or-two-person business to run.
Fixed-fee discovery sprints, fixed-fee build phases when scope is clear, and monthly retainers for ongoing engineering or fractional CTO work. No hourly billing.
Remote-first, US-based. We work with founders and teams across North America and Europe.
Let's build
We take a small number of engagements each quarter. Tell us about your goals — we'll respond within a business day with whether we're the right fit.