All work

Vertical SaaS, dealership intelligence

Competitive inventory intelligence for dealership sales teams

A web portal giving dealers detailed visibility into competitor inventory across automobiles, RVs, powersports and marine.

Data pipelinesVertical SaaSSearchPublished write-up on datics.ai

Proof at a glance

Vehicle categories covered
Automotive, RV, powersports, marine
Inventory sources
Many competitor dealer sites, normalized into one schema
Refresh model
Continuous ingestion, searchable in seconds
Engagement length
2020 to present
  1. 01 · Existing product

    A dealership intelligence portal aggregating competitor vehicle inventory data.

  2. 02 · Problem

    Competitor inventory data sits across many dealer websites in different shapes and goes stale within hours, so sales teams priced against guesswork.

  3. 03 · Constraints

    Inventory data is scattered across many dealer sites and changes constantly, so the portal had to stay current to stay useful.

  4. 04 · Why it was hard

    Source sites vary in structure and reliability, and the resulting data still had to arrive as something a salesperson can search in seconds.

  5. 05 · AI capability added

    Structured, searchable competitive inventory that sales teams can act on inside their existing routine.

  6. 06 · How we shipped it

    Data pipelines and search built into the portal dealers already open, with no change to how their team works.

  7. 07 · Datics role

    Data engineering and product delivery: ingestion pipelines, normalization of heterogeneous sources and the search surface dealers use.

  8. 08 · Outcome

    Sales teams price and position stock against what is actually on competing lots.

  9. 09 · What came next

    A structured inventory corpus is exactly the kind of grounded context an agent can reason over later.

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