AI Engineering Consulting — Customized Software Integration

Production AI Software You Can License, Self-Host and Customize

The software behind the NexGenHealth.io Health Portal — document OCR to retrieval-augmented answers, de-identification, meal planning with grocery-cart hand-off, and a pantry app — available to be adapted to your sector, deployed on hardware you control, and integrated into your product by the engineers who built it.

Runs on hardware you control Built and operated in production Two patent-pending systems

What You Can Buy Today — and What Is Coming

Every item on this page carries one of three labels, so you know exactly what you are getting.

Available now Running in production or in our reference deployment today.
Built to order We engineer it for you as a scoped project, using components we already run.
In development On our roadmap. Join the waitlist; do not plan a launch around it yet.

Featured · 01

Document-to-Knowledge Pipeline: OCR, Chunking, Embeddings and a Local Model

Turn scanned and digital documents into searchable, de-identified knowledge on hardware you control. The pipeline reads documents with OCR, removes personal identifiers, splits and embeds the text, and answers questions from your material with a language model that runs on your servers.

1CapturePhone, scanner, camera or upload
2OCRImage and PDF to text
3De-identifyRemove personal identifiers
4ChunkSentence-aware splitting
5Embed1024-dimension vectors
6RetrieveVector search with source checks
7AnswerLocal LLM, grounded in your sources

What runs today Available now

  • Image and PDF OCR with a confidence-gated cascade of open OCR engines, HEIC and RAW photo conversion, and a face-blur step before OCR.
  • Sentence-aware chunking, and local embeddings served from your own hardware.
  • Vector retrieval on PostgreSQL with pgvector, with per-question source selection and an abstain-when-unsure rule.
  • Answers checked against the retrieved sources by a groundedness judge; a crisis-language screen runs before generation.
  • Open-weight models behind a single OpenAI-compatible local gateway; the gateway does not log prompt or response content.
  • In our reference deployment, service-to-service traffic stays on the local machine and no third-party AI API is called from any request path.

How you can deploy it

  • Self-hosted on your servers Available now — we size the GPU hardware, install, harden and hand over a runbook. We test the deployment with outbound network access blocked as part of the engagement.
  • Your own model Built to order — bring a fine-tuned model and we integrate it, or we train adapters on your data. Our own adapters are trained with the same methods.
  • Edge capture Built to order — cameras, scanners or phones that capture on-site and send images into the pipeline, with permissively licensed OCR that can run on the device.
  • Your cloud tenancy In development — container and Helm packaging for deployment inside your own cloud account.
  • Metered API access In development — keys, per-key limits and usage billing. Join the waitlist.
OCRChunkingEmbeddings pgvectorRAGOpen-weight LLMs Self-hostedEdge capture
You receive A working pipeline on your infrastructure, tuned to your document types and vocabulary, with an evaluation baseline on your own sample documents and a runbook your team can operate.

Featured · 02

De-Identification and Scrubbing Software

Detect and remove personal identifiers from clinical and business text before it reaches storage, search or a model — self-hosted, with published recall by category and honest limits.

What runs today Available now

  • Built to detect all 18 identifier categories listed in 45 CFR 164.514(b)(2)(i), combining a clinical-text NER model with pattern recognizers for names, dates, contact details, account and record numbers, URLs, IP addresses and more.
  • Keeps clinical codes (ICD-10, CPT) and lab values in the text so the result stays useful.
  • Redacts all dates by default; ages over 89 are reported as 90+.
  • Reads text, PDFs and scanned images through the OCR path above.
  • Runs on your hardware; text is not sent to a third-party API.

Coming to the product In development

  • Date-shifting mode — a consistent, per-subject date offset so the order and spacing of wearable, step-count, continuous-glucose-monitor and lab timestamps survive de-identification.
  • Pseudonymous subject and device identifiers so external data streams can be joined without exposing the person.
  • Structured input (CSV, JSON, FHIR), batch requests and entity-level results with confidence scores.
  • Per-request policy profiles and sector packs (legal, HR, insurance claims, finance, education).
  • Measured recall for every identifier category, including those not yet benchmarked.
Measured recall on a synthetic healthcare benchmark (Nemotron-PII Healthcare, 13,808 records, June 2026)
IdentifierRecall
Names96.4%
Medical record numbers97.2%
Phone numbers99.3%
Email addresses99.9%
Social Security numbers99.4%
URLs100%
Device identifiers87.8% (41 examples)

Featured · 03

MAHA-Curated Meal Planning with Instacart and Walmart Cart Integration

A recipe and meal-planning engine that turns a household profile into a multi-day plan of meal cards, merges the ingredients into one shopping list, and hands the list to an online grocery cart. Re-skin it for your catalog, your dietitians or your customers.

1ProfileHousehold, allergens, diet style, calories
2PlanMulti-day meal plan
3Meal cardsRecipe, macros, prep and cook time
4Shopping listIngredients merged and de-duplicated
5CartInstacart or Walmart hand-off

What runs today Available now

  • A proprietary library of more than 50,000 MAHA-curated recipes, searchable by meaning. The library is original NexGenHealth work: recipe frameworks drawn from open data sources, substantially transformed, and reviewed by culinary and food experts.
  • Ingredients conditioned to MAHA principles, replacing items such as seed oils, margarine, refined sugar and flour, table salt, processed cheese and MSG with less-processed alternatives.
  • Allergen exclusion and dietary-style filtering when recipes are selected; recipes with unknown allergen data are left out when an allergy is listed.
  • Plans of several days with calories and macros per meal and weekly averages; household profiles.
  • A combined weekly ingredient list with repeated items merged and pantry items optionally skipped.
  • One-tap hand-off to an Instacart cart: you review, swap brands and check out on Instacart, which handles delivery.
  • Kids Lunch Mode, a separate recipe pool that never mixes with adult plans.

Coming to the product

  • Walmart add-to-cart option Built to order — connected with your own Walmart affiliate credentials.
  • Your own retailer account: each customer connects their own Instacart or Walmart credentials Built to order.
  • Recurring and scheduled delivery orders In development.
  • Published MAHA rule set, a per-recipe flag, and processed-food (NOVA) classification with a retrieval filter In development.
  • Condition-aware plans (sodium, glycaemic, kidney-friendly) In development.
Recipe RAGMeal cardsIngredient aggregation Retailer hand-offAllergen filtering

Pantry Management Android App

A household pantry app for Android: scan a barcode, see what it is, and track what is on which shelf. In development

What the current build does

  • Household pantry organised by shelf, with photos.
  • Barcode scanning with product details from open food databases, and an allergen flag.
  • Recipe suggestions from what is in the pantry.
  • Sign-in with a NexGenHealth account; data export.

White-label and roadmap

  • Rebrand and connect it to your back end for households, dietitian clients, food banks, schools, senior care or meal-kit customers Built to order.
  • Expiry reminders, waste log and shopping-list sync In development.
  • Public Google Play release In development.

Also in the Software Library

Components from the same platform, available separately or combined, and adaptable to your sector.

Regulated-AI Safety Layer Available now

Wraps any language model: screens each message for crisis language, neutralises prompt-injection attempts, and checks answers against the retrieved sources, deferring when support is weak.

Compliance Toolkit Available now

Field-level encryption with key rotation, an append-only consent ledger with proof of the exact text shown, and a subscription engine that enforces plans and quotas and reconciles with Stripe nightly.

Wearable Connector Hub Available now

Connect Oura, Fitbit, WHOOP and Withings accounts into one encrypted store with an access audit trail. Glucose monitors and phone health platforms are on the roadmap In development.

Health-Data Normalizers Available now

Turn the messy names on lab reports and problem lists into consistent vocabularies: 196 common blood markers with synonym and typo handling, and free-text diagnoses and ICD-10 codes mapped to a fixed condition set. Vocabularies are replaceable for your domain.

Private AI Serving Stack Available now

One local, OpenAI-compatible endpoint running open-weight models on your GPU hardware, loading and unloading models on demand, with a GPU health watchdog. We size, install and harden it.

Configurable RAG Retrieval Template Built to order

Our retrieval and orchestration pattern (per-question source selection, abstention, conflict-aware follow-up retrieval), rebuilt around your corpus, your terminology and your safety rules.

Customized for Your Sector

The same components, configured for the language, documents and rules of your field.

Clinics & digital health

Record intake, de-identified retrieval, wearable data, patient-facing plans.

Insurance & claims

Claim-document OCR, identifier scrubbing with policy and claim-number packs, grounded lookups.

Legal & compliance

Case-file OCR, redaction, and citation-backed search over your own matter documents.

HR & benefits

Employee-record scrubbing, benefits Q&A grounded in plan documents, wellness programs.

Dietitians & wellness

Client meal plans, allergen-safe recipe search, shopping lists.

Meal kits & grocers

Bring your own catalog; keep the plan, ingredient-merge and cart hand-off engine.

Schools & senior care

Menu planning pools, allergen controls, pantry tracking.

Finance & support desks

PII scrubbing for tickets, statements and transcripts before they reach analytics or models.

How You Get the Software

Self-hosted licence Available now

The software installed on your servers or in a dedicated environment, scoped and quoted to your use.

Integration and customization Available now

$349 per hour for advisory and engineering, billed to the quarter-hour. Build work is scoped and contracted separately. The first 30 minutes are free.

API access In development

Keys, usage metering and per-key limits, billed through Stripe. Tell us which components you want first and we will notify you when your place opens.

Questions Buyers Ask

Does my data leave my servers?

In our reference deployment the request path is local and no third-party AI API is called. Some libraries, however, contact outside hosts by default (for model catalogs or update checks), so a customer deployment is hardened and tested with outbound access blocked before we describe it as isolated.

Is this HIPAA compliant?

Software cannot be compliant on its own; compliance is a property of how an organization uses it. Our de-identification tool is built around the HIPAA identifier categories and publishes measured recall, and we help you plan the review your use case requires.

Can you use a model we trained ourselves?

Yes. We integrate customer models behind the same local gateway, or fine-tune adapters on your data as a scoped project. Models keep the licence terms of their upstream authors, and we tell you what those terms allow before you choose one.

Tell Us Which Software You Need

Bring your documents, your sector and your constraints. In thirty minutes we will say which components fit, what customizing them would involve, and roughly what it would cost — before any money changes hands.

$349/hour — published, not negotiated per client No credit card, no retainer Response within 24 hours