Your Data. One Platform.
Built to Last.

You do not need existing data to start a platform project. We build scraping and collection pipelines as part of the engagement. If you know what data you need and where it lives publicly, we build the collection infrastructure. If you have internal data that needs to be combined with external sources, we design the merge architecture. The only thing we need from you at the start is a clear description of what questions you want to be able to answer with the data.

You own it completely. We build on your Supabase instance using your credentials. We have no access to your customer data or database contents after the engagement ends. There is no IPS-managed infrastructure layer between you and your data. The database lives in your Supabase project, you have full admin access, and you can export, migrate, or shut it down at any time without our involvement. This is the entire premise of building proprietary infrastructure.

We handle conflicts explicitly and traceably. When two sources return different values for the same field on the same entity, we do not silently pick one. We store both values with source attribution, apply defined precedence rules based on source reliability, and flag conflicts for human review when no automated resolution is appropriate. The GovGreed platform bridges three different identifier systems for politicians across eleven sources. Entity resolution is done with explicit match confidence scores and manual verification queues for low-confidence matches.

We design for the refresh frequency your use case actually requires. Batch pipelines are appropriate for most cases and run on schedules from minutes to weekly. For genuinely real-time requirements, we use Supabase real-time subscriptions, webhook ingestion pipelines, and event-triggered Edge Functions. Lead Detective runs in real-time mode where each job triggers a fresh parallel source pull. The right architecture depends on your latency requirements, source API rate limits, and cost tolerance for real-time infrastructure.

Yes. We routinely build data platforms that pull from or push to HubSpot, Salesforce, Airtable, Notion, Stripe, and custom REST APIs. The Supabase PostgREST API and Edge Functions provide standard REST endpoints that any tool with a webhook or HTTP integration can consume. We also build reverse pipelines that push enriched data back into your CRM after normalization and scoring. The platform is an independent layer that connects to your existing stack rather than replacing it.

Straightforward single-source platforms with standard normalization, a Supabase schema, and a dashboard start around twenty-five thousand dollars. Multi-source platforms with entity resolution, complex normalization, ML scoring layers, and full pipeline monitoring start around sixty thousand dollars and scale from there based on the number of sources and cross-source entity resolution complexity. GovGreed-scale platforms with eleven federal data systems and a scoring layer are in the hundred to one-hundred-fifty thousand dollar range. We will scope your specific project and give you a number before any commitment.

We build on Supabase PostgreSQL for every platform. PostgreSQL is the most capable open-source relational database available, with excellent support for JSON, full-text search, time-series patterns, and complex aggregations. Supabase adds row-level security, a PostgREST API layer, real-time subscriptions, Edge Functions for transformation logic, and a managed hosting environment. Critically, Supabase is fully open-source and your database is portable. If you want to migrate off Supabase to self-hosted PostgreSQL at any point, your schema and data move with you without vendor lock-in.