Databit Solutions

AI IMPLEMENTATION FOR SMBS

Custom AI tools for companies that need them shipped, not strategized.

I build practical AI implementations for SMBs and growth-stage companies: the operational tools, integrations, and automations that are too specific for off-the-shelf software and too small for big consulting firms. 6 to 12 weeks. Fixed price. Working code at the end.

Free, no sales pressure. If it is not a fit, I will point you toward the right vendor or off-the-shelf tool.

Recent work.

Private clinical LLM pipeline

Shipped a private clinical AI assistant over a thousand-page guideline corpus, evaluation-gated before launch. Hybrid retrieval, refusal when grounding is weak, hosted entirely on their infrastructure. Every answer comes back with the source passage attached.

Databit Solutions excelled at turning ambiguous objectives into a clear, actionable plan. For statistical analysis and machine learning, Databit Solutions will be my first call.
Dr. Rahul Rosha, Novique Health

AI-augmented finance intelligence

Replaced a Tableau and Windsor stack with a custom finance intelligence platform for a multi-location clinic group. Direct QuickBooks integration, anomaly detection on cash and receivables, and plain-English queries against the warehouse. Hours of weekly reporting became a daily executive view leadership runs on every morning.

Working with Databit was like hitting the jackpot! They took our ideas and turned them into a sleek and powerful workflow that we love.
Dr. Topher Stephenson, Rincon

AI-driven agronomy intelligence

Built a custom intelligence platform for a California tree-nut farm management firm running properties up and down the state. Plain-English queries across operational, agronomic, and financial data; ML pattern recognition on yield, irrigation, and input streams from AgWorld, Semios, and HortAu. Daily-use system across field and office teams.

Databit delivers highly sophisticated analytics, yet communicates findings in a clear and easy-to-understand way.
Jared Gross, Grobiero Farms

Grounded ops co-pilot for a freight brokerage

Built a Slack-native chatbot for dispatchers and account managers at a mid-market North American freight broker. Tool-call grounding into live TMS, carrier portals, and SLA data, evaluation-gated against two hundred real dispatcher questions. Hours back per dispatcher per day, and new hires productive in weeks instead of months.

ACROSS THE STACK

What I build with.

From models to deploys, the tools that show up in real projects. Picked for fit, not loyalty.

OpenAI
Anthropic
Gemini
Hugging Face
Meta
Mistral AI
Perplexity
Replicate
ElevenLabs
Ollama
AWS
Google Cloud
Vercel
Railway
Cloudflare
Netlify
Supabase
Fly.io
Kubernetes
Postgres
OpenAI
Anthropic
Gemini
Hugging Face
Meta
Mistral AI
Perplexity
Replicate
ElevenLabs
Ollama
AWS
Google Cloud
Vercel
Railway
Cloudflare
Netlify
Supabase
Fly.io
Kubernetes
Postgres
MongoDB
Redis
Snowflake
ClickHouse
Neon
PlanetScale
Elasticsearch
Pinecone
Qdrant
LangChain
Next.js
React
TypeScript
Python
Node.js
Tailwind CSS
shadcn/ui
FastAPI
Django
Prisma
MongoDB
Redis
Snowflake
ClickHouse
Neon
PlanetScale
Elasticsearch
Pinecone
Qdrant
LangChain
Next.js
React
TypeScript
Python
Node.js
Tailwind CSS
shadcn/ui
FastAPI
Django
Prisma
PyTorch
pandas
Jupyter
GitHub
GitLab
Docker
Sentry
Stripe
Resend
Twilio
Slack
Clerk
Auth0
Amplitude
PostHog
Mixpanel
Segment
Notion
Linear
Figma
PyTorch
pandas
Jupyter
GitHub
GitLab
Docker
Sentry
Stripe
Resend
Twilio
Slack
Clerk
Auth0
Amplitude
PostHog
Mixpanel
Segment
Notion
Linear
Figma

Selected product builds.

Selected product builds across multi-tenant SaaS, fitness tech, and language learning. Each shipped to production with real users and real billing.

MarketPilot

In flight

Multi-tenant AI marketing platform for indie SaaS founders. Eight specialized agents handle research, strategy, copy, content, ad creative, and ongoing optimization. Stripe subscriptions, Clerk auth, Postgres, BullMQ + Redis, Cloudflare R2, deployed on Railway. Real users, real billing.

  • Next.js 16
  • Postgres
  • Stripe
  • Clerk
  • BullMQ
  • Claude

HostRank

In flight

Airbnb listing intelligence for serious short-term rental hosts. Daily rank tracking, AI-powered listing optimization, market analytics, and dynamic pricing, plus a Chrome extension that overlays the data on airbnb.com itself. Premium UX, fast, dark and light. Launching soon.

  • Next.js 16
  • Postgres
  • Prisma
  • Stripe
  • Clerk
  • Claude
  • Chrome MV3

FlowTimer

Live

AI-powered functional training app. Generates personalized kettlebell, steel-mace, and bodyweight workouts; builds multi-week programs; drives an active gym timer with wake-lock and audio cues. Mobile-first PWA, dark UI, designed for sweaty hands.

  • Next.js
  • Claude
  • Postgres
  • Mobile PWA

Decko

Live

Language-learning flashcards built on the FSRS spaced-repetition algorithm. Brazilian Portuguese and Spanish to start, AI-generated example sentences and travel guides, conjugation drilling, OpenAI TTS, mobile-first PWA. Stripe subscriptions across Free / Pro / Lifetime tiers, Clerk auth.

  • Next.js 16
  • Postgres
  • Prisma
  • Stripe
  • Clerk
  • Claude
  • FSRS

How an engagement runs.

01

Discovery (Week 1)

A 30-minute intro call, then a scoping conversation if there is a fit. I map your problem, your data, your existing tools, and your constraints. You get a written scope, fixed price, and timeline within a week.

02

Build (Weeks 2 to 10)

I build, you review weekly. Every Friday you see working software, not slides. Scope changes get re-quoted in writing. No surprises, no scope creep, no budget blowouts.

03

Handoff (Final week)

Documentation, training, and source code transfer. Your team owns everything I build. I provide 30 days of post-handoff support to make sure the system runs without me.

Best fit if...

This is for you if

  • You have a specific operational problem you think AI could solve
  • You want a working tool, not a strategy deck
  • You would rather work directly with the person building it than manage a junior consultant
  • You have budget authority and can move quickly
  • Your company is between 10 and 200 employees

This is not for you if

  • You want a 6-month "AI transformation" engagement
  • You are shopping for the lowest-cost vendor
  • You want me to manage a team of subcontractors
  • You need 24/7 production pager coverage or break-fix managed services (I take advisory retainers, not on-call rotations)
  • You have not identified a specific problem yet (try a strategy consultancy first)

How engagements work.

Fixed scope, fixed price

I agree on what gets built and what it costs before any work starts. No hourly billing, no scope creep, no surprise invoices.

Working software every Friday

You see real progress weekly, not slides or status reports. Scope changes get re-quoted in writing if anything shifts.

Full handoff at the end

Source code, documentation, and team training. Your team owns the system. 30 days of post-handoff support included.

ALSO AVAILABLE

Or work with me as your Fractional AI CTO.

For teams that need a senior technical partner in the room week to week, not just for one project. Architecture and vendor decisions, hiring calls, AI strategy reviews, and the "are we doing this right?" questions. Monthly retainer, capped hours, rolling quarter.

  • Architecture and stack decisions for AI features in your roadmap
  • Vendor and build calls (when to buy, when to partner, when to ship in-house)
  • Hiring panels and technical interviews for AI/ML roles
  • Pre-launch reviews on anything customer-facing
Book a 30-minute call

Who I am.

Stijn Servaes, founder of Databit Solutions

I am Stijn, founder of Databit Solutions. I build AI tools, data systems, and operational software for SMBs across healthcare, agriculture, education, and professional services. I also lead applied AI safety research at AE Studio: mechanistic interpretability, gradient routing, deception detection, and evaluations of LLM subjective experience. I work with founders, operators, and clinical leadership directly. Every line of code, every integration, every decision goes through me.

Common questions.

  • How is this different from a big consulting firm?

    I work directly with clients, not through account managers or junior consultants. I build the thing myself. The trade-off: I cannot take on unlimited scope, and I will not take on engagements where I am not the right fit. The benefit: faster decisions, better code, lower cost, and someone who actually understands what got shipped after it ships.

  • Do you take on retainers or ongoing work?

    Yes for advisory retainers, specifically the Fractional AI CTO model: architecture decisions, vendor evaluations, hiring panels, and the "are we doing this right?" questions. Monthly cadence with capped hours. Not for on-call rotations, 24/7 pager coverage, or break-fix managed services.

  • What kind of AI work specifically?

    The boring kind that ships and gets used. LLM integrations into existing systems. Custom agents and automations. ML and statistical models for specific operational problems. Data pipelines and analytics infrastructure. I avoid hype-driven work and projects where AI is not actually the right tool.

  • What if my problem does not need AI?

    I will tell you. Plenty of "AI projects" turn out to be better solved with a script, a SQL query, or off-the-shelf software. A 30-minute call costs you nothing and you will leave with a clearer picture either way.

  • Are you available right now?

    Usually I have a 4 to 8 week lead time before a new engagement starts. The discovery call is the first step: book it and I will share timing on the call.

  • Can you work under NDA, HIPAA, or specific compliance requirements?

    Yes to NDAs (signed before any sensitive details are shared). For HIPAA work I sign BAAs and follow standard PHI handling practices. For other compliance regimes (SOC 2, GDPR, etc.) I will discuss requirements during discovery.

Want to see if this fits?

30-minute call. I will ask about your problem, your tools, and your constraints. If there is a fit, you will get a written scope within 48 hours. If not, I will point you somewhere better.

Book a 30-minute call