Platform components

Data Collection & Analytics Integration

Automated pipelines that collect, validate, and keep your data current — recurring ingestion, source verification, and connected analytics — so your data stays accurate without manual upkeep.

This is one component of an AI data platform build — available on its own, or as part of a full platform. See the full platform service →

1. What we build

Scheduled ingestion pipelines that pull data from external sources — public datasets, APIs, partner feeds — on a recurring basis; automated validation and quality checks (source verification, identifier checks, citation/reference checks); and structured relationships between the data you collect so it's queryable, not just stored. MyGeneLog runs this pattern today: a pipeline that ingests new genetic research every 20 minutes with automated citation and identifier verification.

2. Analytics you can act on

Beyond collection, we connect the data to reporting and dashboards — usage stats, data-freshness tracking, and versioned snapshots you can audit or roll back. The goal is data you can trust and query, not a one-time import that goes stale the week after launch.

3. Pricing

On its own, a pipeline starts at $1,500 for the first source (+$800 per additional source). Pipelines ship with monitoring and alerts, so a broken upstream source gets flagged right away instead of failing silently.

Frequently asked questions

What kinds of data sources can you integrate?+

Public datasets and APIs, partner or vendor feeds, licensed data where permitted, and your own internal systems — the pipeline design depends on what's actually available from the source.

How do you keep the data accurate over time?+

Automated validation — source verification, identifier checks, scheduled re-review — runs as part of the pipeline itself, not as a one-time manual pass, so stale or broken data gets flagged instead of silently sitting there.

What happens if a data source changes its format or goes away?+

Pipelines ship with monitoring and alerts, so you hear about it right away. Fixes are covered by an optional operations plan, or quoted when they happen.

Have data your business isn't using yet?

Tell us what your business does and what data you have — we'll tell you plainly whether a platform makes sense and what it would take.

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