AI Data & Knowledge Management
AI is only as useful as the information it can access.
30 minutes. No obligation. Written findings either way.
The problem
Most business AI failures are data failures: poor quality inputs, stale knowledge bases, or no structured connection to the information that actually matters. An AI system that answers questions incorrectly because its data is wrong is worse than no AI system at all.
What we do about it
We build and manage the data layer beneath your AI: RAG pipelines, knowledge bases, document ingestion workflows, vector databases, and retrieval tuning. Your AI applications give accurate answers because the information feeding them is accurate and current.
What does AI Data & Knowledge Management include?
Everything below is covered in one agreement, documented in writing, and reviewed with you on a schedule.
RAG Pipeline Design & Build
Retrieval-augmented generation pipeline designed, built, and deployed: so your AI answers questions from your own documents and institutional knowledge.
Knowledge Base Construction
Structured knowledge bases built from your existing documentation, SOPs, policies, and procedures: organized and indexed for accurate AI retrieval.
Document Ingestion Pipelines
Automated ingestion of business documents into your AI knowledge layer, with chunking and preprocessing strategies optimized for retrieval accuracy.
Vector Database Management
Vector database provisioned, configured, and maintained: including embedding updates, index optimization, and performance monitoring over time.
Data Quality Assessment
Baseline evaluation of your existing data quality: identifying gaps, inconsistencies, and sources that will hurt AI accuracy if left unaddressed.
Retrieval Accuracy Tuning
Retrieval testing against real business queries, with iterative tuning until accuracy meets the standard your team needs before going live.
Data Refresh & Maintenance
Automated pipelines that keep your knowledge base current as your documentation and business information changes over time.
Access Control & Segmentation
Role-based access controls on your AI knowledge layer: so different users access only the information they're authorized to retrieve.
How working with us starts
No sales deck, no pressure. The first conversation is useful whether or not you hire us.
A 30-minute assessment call
We talk through how your office runs today: devices, email, backups, who has access to what, and what keeps you up at night. If it helps, we review your Microsoft 365 or Google Workspace settings while we talk.
Written findings and a flat-rate proposal
You get a short, plain-English summary of what we found and what we would fix first. If managed IT makes sense, the proposal is one flat monthly number with everything listed.
Onboarding without disruption
We document your environment, roll out monitoring and security in stages, and introduce your team to the help desk. Most work happens remotely; on-site visits are scheduled around your business.
AI Data & Knowledge Management: common questions
What does AI Data & Knowledge Management from Lagniappe IT include?
AI Data and Knowledge covers retrieval-augmented generation pipelines, document ingestion, vector databases, knowledge bases, and data quality engineering so AI applications work on accurate, governed data. Scope is set to your environment, written down, and delivered on a schedule.
How much does AI Data & Knowledge Management cost?
AI Data & Knowledge Management is normally part of a flat monthly managed IT agreement priced mainly on headcount, rather than sold by the hour. Larger one-time projects are quoted separately. We quote after a free assessment so the number reflects your actual environment.
Who is AI Data & Knowledge Management a good fit for?
Owner-led businesses of roughly 5 to 50 people on the Northshore of Louisiana, especially law firms, CPA firms, dental and medical practices, title companies, insurance agencies, contractors and nonprofits that hold sensitive data and cannot afford downtime.
Where do you deliver AI Data & Knowledge Management?
From our office in Mandeville across St. Tammany Parish (Covington, Slidell, Madisonville, Abita Springs and nearby), plus Hammond and the Greater New Orleans area. Most work is remote; on-site visits are scheduled when hands are needed.
How do we get started?
Book a free 30-minute assessment. You get written findings either way, and a flat-rate proposal if there is a fit. Onboarding is staged so your team keeps working while we take over.
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Learn more →Ready to stop worrying about your IT?
Start with a free 30-minute assessment. We look at your current setup, your backups, your email security and your biggest risks, then give you written findings you can act on, whether or not you hire us.
Prefer to talk now?
Call 985-304-3054 or email [email protected].
Monday to Friday, 8am to 5pm Central. Security monitoring runs 24x7 through our SOC partner.
1011 North Causeway Blvd., Suite 8, Mandeville, LA 70471