Dental Intelligence
Five years, one embedded team
We have run data engineering for Dental Intelligence since 2021. It is our longest engagement, and it started with a warehouse that did not exist yet.
Case studies
Analytics for the people doing the work
Every case study below is a real engagement, described in general terms by choice. Our clients’ systems and numbers are theirs, and yours will be too.
We build the data platforms companies run on and the product features their roadmaps cannot reach.
Our Impact
By The Numbers
The results of our commitment to data-driven excellence
5 years
Longest continuous client engagement
30
Engineers currently staffed on client projects
7
Embedded teams running today
8 to 10
Source systems maintained per client
Data warehousing
Land ID
A warehouse sized for the company they are now
Land ID is an Aptologics client. We built their data warehouse in 2026 and continue to run it.
Quilt Software
Off Redshift and Power BI, onto Databricks and Tableau
Quilt Software runs multiple point-of-sale brands. We migrated their reporting stack in 2023 and have run their data engineering since.
Agentic AI
SAAS B2B
Engineering MCP at Scale: Reducing Token Consumption by 100x
A B2B SaaS platform had MCP working in development and unaffordable in production. We rebuilt the context layer and cut what the model reads on every turn by two orders of magnitude.
Custom product development
Plansight
Two different problems for the same client, three years running
Plansight is an Aptologics customer. We work on their product and on their internal reporting, which are separate jobs that happen to share a client.
Who is waiting on a number right now?
Tell us which question takes too long to answer and who is stuck waiting for it. The first conversation is short, costs nothing, and ends with a scope and a price or an honest reason not to bother.
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