AI-native data engineering

Your data, built right for the AI era—in weeks, not years.

Traditional data consultancies bill by the hour, so they're slow by design and only as good as the cheapest person on the team. We work the opposite way: senior-led, AI-native, and priced on the outcome. Speed and quality are our problem—not your invoice.

// Real engagement: 200-table legacy migration
Traditional
~12 months
Nesodata
1 month
Same scope. Same quality bar. ~$1M saved by beating a hard deadline.
Deep domain experience in Healthcare Government Banking & Financial Services
The problem

The old way is built to be slow.

When you bill by the hour, there's no reward for finishing early and no reward for getting it right the first time. Margin gets protected by staffing projects with junior people. You feel the result as overruns, missed deadlines, and data you still can't trust when the project ends.

hourly model

  • ×Paid for time, so slow is profitable
  • ×Junior-staffed to protect margin
  • ×Data quality reported, not fixed
  • ×You carry the overrun risk

Nesodata

  • Paid for the outcome, so fast is the point
  • Senior-led end to end, no junior bench
  • Root-cause fixes, traced to the source
  • We carry the risk—fixed price, fixed date
How we work

We inverted the incentive.

We don't sell hours. We sell outcomes—fixed scope, fixed timeline, fixed price. Being fast and correct is our job, not your risk.

01

Outcome-priced

Fixed price, fixed deadline. We carry the risk of finishing fast and getting it right—because we're paid for the result, not the time on the clock.

02

Senior-led, AI-native

The architect who scopes your work does the work. AI handles the volume; deep human judgment handles what AI can't. A year's effort, delivered in weeks.

03

Built for trust

Correctness is the obsession. We trace every number to its source, fix root causes, and leave your data documented and AI-ready—not just moved.

Watch it in action →
What we do

One standard of quality, across the data lifecycle.

We're best known for high-stakes migrations—moving the systems your business runs on, accurately, against hard deadlines. The same method applies to everything we touch. Deepest in healthcare, government, and banking—but the method works on any organization's data.

Data migration & modernization flagship

Legacy systems, platform moves, and consolidations—delivered fast and verified to the row.

Data platforms & pipelines

Lakehouse and warehouse design, ETL/ELT, on SQL Server, Azure, Snowflake, Databricks and more.

BI & analytics

Power BI semantic models and reporting the business can actually interrogate—not just look at.

AI-readiness

Documentation, data dictionaries, and the semantic context that lets your AI reason over your data reliably.

Track record

Proven where the stakes are highest.

If the work holds up in healthcare, government, and banking—the most regulated, least-forgiving data environments there are—every other sector is well within reach.

·Healthcare & payers ·Government & public services ·Banking ·Asset management ·Credit & financial data ·Energy, oil & gas ·Logistics & transportation ·Technology & consumer ·Automotive & retail services

Across 15 years, we've delivered data work for organizations ranging from global technology and logistics leaders to major banks, asset managers, energy companies, and provincial health systems—spanning on-prem and cloud, batch and real-time, migration and analytics. Specific client references available under NDA.

Proof

What "outcome" looks like.

Government Legacy CRM → Dynamics 365 Hard deadline: contract expiry

A government client faced a vendor contract expiring on a fixed date—with a year-long extension and roughly $1M in extra cost if the data wasn't moved in time. The vendor wouldn't cooperate: no database access, no schema, just 200 type-stripped CSV files and 200 images to work from. Traditional approaches estimated a year. Nesodata delivered the full migration to Dynamics 365 in one month, ahead of the deadline—saving the extension cost entirely.

1 mo
vs. ~12 months
200
tables, zero schema
~$1M
saved
Details anonymized. Reference available under NDA.

Have a deadline and data you can't afford to get wrong?

We take on a limited number of engagements so each one gets senior attention end to end. Book a 30-minute call, or send a note and we'll reply within one business day.

FASTEST

Book a 30-min call

A direct conversation about the outcome you need, your deadline, and what it's worth. No pitch deck.

  • Talk directly to a senior architect
  • Honest read on feasibility & timeline
  • Fixed-scope assessment proposed if it's a fit

Or send a note

Not ready to book? Tell us what you're facing and we'll get back to you.

✓ Thanks — we'll reply within one business day.
Every engagement starts with a fixed-scope assessment—so the price and the deadline are real.