AI Integration
Production-grade AI wired into your business — never bolted on.
We design, build and deploy custom AI that automates high-volume, high-complexity work: intelligent document processing, contract analysis, decision support. LLM-powered products that fit your stack, meet your compliance bar and return measurable value from week one.
What AI Integration covers
AI Workflow Automation
High-volume, rules-heavy processes handed to a model, with the hand-offs and exceptions designed in rather than bolted on.
Intelligent Document Processing
Extraction and classification from the documents an operation already runs on — invoices, contracts, cheques, KYC forms — with the low-confidence cases routed to a person rather than guessed.
Custom LLM Product Development
A product built around a model rather than a demo: interface, evaluation, guardrails and a deployment path. We have shipped our own — see DirAIght below.
LLM Integration & Roadmap
Fitting models into the stack you already run, across providers rather than betting on one, sequenced so the highest-return use case ships first.
From use case to production
- 1
Scope the use case
Pick the workflow where automation pays back first, and agree what success is measured in.
- 2
Evaluate models
Test candidates against your data, not a benchmark — quality, latency and cost together.
- 3
Build the pipeline
Retrieval, prompts, tools and the hand-offs to a person when confidence is low.
- 4
Guardrails & evaluation
An evaluation set written before the build, run against every increment after it.
- 5
Deploy and watch
Into your environment, with per-query cost and quality visible rather than inferred.
What you walk away with
Artifacts you keep and can act on without us — the test of whether an engagement actually transferred anything.
We build this for ourselves
An AI routing platform. Every query is scored on quality, cost and fit, then answered by the best-suited model across five capability tiers — with no model picker to learn and no provider to commit to.
- Composite scoring engine
- Multi-provider routing
- Web app + API
Switch, core banking, settlement files and bank statements read together and matched against each other — so the day starts with a short list of breaks, each with a stated cause, instead of four exports and a spreadsheet.
- Multi-source matching
- Breaks with a cause
- Proposed adjustments
- Full audit trail
How an AI Integration engagement runs
The same four phases as every MAVPRO engagement — no black boxes and no surprise invoices.
Discover
Workshops with your operators and leadership to map the current state, quantify the friction and agree what success will be measured in.
Design
Architecture, delivery plan and a sequenced roadmap — so the highest-return work lands first and nothing blocks on a later decision.
Build
Two-week increments with working software at the end of each one. You see progress in your environment, not in a slide deck.
Operate
Monitoring, incident response and continuous optimization — the estate stays watched, so regressions surface before your users find them.
Most often engaged by:
- Banks & fintechs
- Insurers
- Enterprises with legacy systems
- Government agencies
Almost never. Most of the value comes from hosted models applied well — retrieval, prompting, evaluation and the surrounding workflow. Fine-tuning is worth it only when there is a measurable gap that nothing cheaper closes, and we will say so if there isn't.
The other four pillars
Take one, or hand over the whole chain with a single point of accountability.
Technology Solutions
Robust, scalable products — with AI designed in from day one.
Read moreConsulting
Strategic insight that unlocks growth — grounded in hard-won knowledge.
Read moreManaged Talent
Scale faster with proven expertise — mastery on day one.
Read moreSupport
Always-on reliability — issues caught before you feel them.
Read moreReady to build something remarkable?
Tell us about your next big move — or your first AI integration. We will come back within one business day with a point of view, not a brochure.
Typical first response: under 24 hours · No obligation · NDA on request