DEBCOR AI Packages · Trust Your Data
Data Foundation for AI
Master data your AI can actually reason over — deduped, matched, enriched, and continuously monitored.
AI hallucinates on dirty data. Every downstream AI initiative you fund fails silently if your customer, vendor, product, or employee records are noisy. DEBCOR's Data Foundation package profiles, cleans, matches, and enriches your master records using the same agent-driven platform that powers our SAP data quality work — deployed on your current stack, whether that's Salesforce, NetSuite, a legacy warehouse, or a homegrown DB.
What's in the box
The deliverables.
Automated data profiling and quality scoring by domain
Deduplication and fuzzy-matching agents (Claude + embeddings)
Third-party enrichment (Clearbit, D&B, OpenCorporates, government registries)
Human-in-the-loop review portal (Next.js + Supabase)
Continuous cleansing runtime — runs on a cadence, not one-shot
Governance layer with role-based access and audit trail
Who buys this
Buyer profile.
Chief Data Officer / Head of Data
Trigger
AI pilots keep failing on data quality
COO
Trigger
Reporting doesn't agree across departments
CIO before a system migration
Trigger
Source data is too dirty to migrate cleanly
Delivery
How we deliver.
60 days to production. Managed runtime ongoing.
01
Week 1–2 · Baseline
Profile top 5 data domains, produce quality heatmap, agree scope.
02
Week 3–6 · Cleansing
Run dedup, matching, and enrichment agents. Human review of edge cases.
03
Week 7–8 · Runtime
Deploy continuous cleansing agents on your cloud. Handover + training.
Commercial model
Fixed-scope 60-day engagement + optional managed subscription for the continuous runtime.
Optional · Bridge to SAP-native
The same cleansing engine that runs on your current stack today is the SAP AI Data Cleansing Tool inside our S/4HANA practice. If you move to SAP later, the agents and business rules migrate — no rebuild. See the SAP AI practice.
Other packages
Also worth a look.
Kill Manual Data Entry
Intelligent Document & Transaction Ingestion
Every inbound document — invoice, order, claim, contract — turns into a validated record in your system of record, with exceptions routed to humans instead of silently swallowed.
Institutional Memory
Company Knowledge Layer
Your organization's tribal knowledge — SOPs, wikis, Slack, tickets, meeting recordings, contracts, emails — is captured, structured, and queryable by employees and AI agents.
AI That Runs a Process
Custom AI Agent Development
A single bounded, governed AI agent that owns a specific business process end-to-end — humans on escalation, not on every step.
Scope this package
Talk to a senior AI architect. We'll tell you if this is the right package for your situation — or which one to start with instead.
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