Data & AI engineering studio · Houston, TX · working worldwide

Data and AI systems your business runs on.

We design, build, and run custom data products, ML pipelines, and grounded AI agents — on your infrastructure, under your ownership.

2,000+hours saved for clients yearly
99.9%uptime, trailing 30 days
2 weeksfrom kickoff to first ship
vizflo · production consoleAll pipelines nominal · synced 4 min ago
Rows processed · 24h
48.2M
↗ 6.1% vs prior day
Pipeline SLA
99.94%
0 breaches this month
Forecast error
4.2%
↘ 0.8 pts after retrain
Throughputrows / hour · last 24h
Recent runs
ingest_wells_scada2m
dbt_core_marts9m
forecast_daily_v14running
agent_eval_suite41m
quality_contracts1h
01 — What we do

Four things, done properly.

Every engagement ends with software running in production, documented and owned by you.

i.

Custom data products

Internal tools and dashboards your team actually uses. Built as software, deployed to your infrastructure, owned by you.

ii.

ML pipelines & forecasting

Demand, time-series, and operational forecasts that ship — with backfills, monitoring, and drift handled.

iii.

Grounded AI agents

Retrieval, evaluations, guardrails. Agents that touch your data with traceability, not chatbots that guess.

iv.

Embedded delivery

We sit in your standups, learn your vocabulary, and write code beside your team — nothing thrown over a wall.

02 — How we work

Call to production in four steps.

Fixed scope, fixed price, and working software at the end of every stage.

Step 1

Discovery call

Thirty minutes, free. We map the problem, the data, and what success means.

Step 2

Pilot sprint

Two weeks, fixed price. Ends with software running on your real data.

Step 3

Production

Deployed in your cloud with monitoring, documentation, and handover.

Step 4

Operate

Monthly cycles. We run it, or your team takes the keys.

03 — Pricing

Two ways to engage.

No retainers for slideware. You pay for systems that run.

Managed

Data products

$2.5K–$8K / month

A focused team builds and runs a data product end to end. You get software, not a report.

  • Discovery, design, build, deploy
  • Hosting, monitoring, and on-call
  • Ships every month
  • Code and infrastructure handover, anytime
Scope a managed build
Embedded

Data science

$120–$150 / hour

A data/AI consultant inside your team — your repo, your priorities.

  • Senior ML and data engineering
  • Standups, code review, mentoring
  • Flexible cadence, monthly minimum
  • Volume discounts at 80+ hours
Embed an engineer

Every engagement starts with a free discovery call. Not sure which fits? Just ask.

Shipped software, not adviceDomain fluency before codeAI with evals and guardrailsHandover on request, at no costProduct-grade craft, even for internal tools
04 — Security & ownership

Your cloud. Your data. Your code.

We build inside your environment and your compliance perimeter — nothing is copied out to a Vizflo tenant, and nothing depends on us staying.

Data never leaves your cloud

All processing runs in your AWS, Azure, or GCP accounts. We hold no copy of your data — ever.

SSO, RBAC, least privilege

SAML or OIDC single sign-on, role-based access on every surface, and scoped service accounts by default.

Audit logs on every action

Reads, writes, model runs, and agent calls are logged with actor and timestamp — exportable to your SIEM.

Secrets and key management

No credentials in code. We use your secret manager, rotate on schedule, and scope keys per environment.

AI with guardrails

Grounded retrieval, refusal and safety evals, PII redaction, and no customer data sent to train third-party models.

You own the IP outright

Code lands in your repositories from day one. NDA and IP assignment are signed before the first line is written.

We work to your existing controls and audit requirements — SOC 2, HIPAA, and internal security reviews included. Happy to complete your vendor questionnaire before we start.
05 — FAQ

Common questions.

Who owns the code and IP?

You do. Everything we build lands in your repositories and your cloud accounts. You can take full ownership at any point, at no cost — we don't hold the keys hostage.

Do you work with our existing stack?

Yes. We build on what you already run — Postgres, Snowflake, dbt, Databricks, plain S3 — and we don't rip out things that work.

How fast can we start?

Discovery call this week. The pilot sprint usually starts within two.

Do we need our own data team?

No. Some clients have none; others embed us inside a ten-person team. Both work.

Is our data safe?

We work inside your environment, so data never leaves your cloud. NDAs are standard from the first call.

Where are you based?

Houston, Texas — remote-first, with clients worldwide.


Tell us about the system you need to ship.

A 30-minute call. We listen, ask sharp questions, and tell you honestly whether we're the right fit.

We reply within one business day. No newsletters, no spam.