AI consulting · AI education · projects in the open

Where AI ambition
becomes working systems.

Noventix is the home for everything I do in technology: hands-on AI consulting, practical education for teams, and the projects I build and share along the way.

prod intake-triage · v12 healthy
› noventix run intake-triage --env prod
✓ Loaded 3 tools · 2 knowledge bases · policy finance-v3
Classifying 1,248 tickets … 98.2% confidence
✓ Routed · p95 1.4s · $0.003 per ticket
2 exceptions escalated to a human reviewer
Eval score94/100
Groundedness0.97
Cost per 1k runs$2.90
Intro

Noventix is my brand for everything in the technology space: the AI systems I design, the teams I teach, and the experiments I publish as I go.

Most AI initiatives stall somewhere between the demo and the deployment. That gap is where I do my best work, turning promising models into dependable products with the right data, guardrails and operating rhythm.

Whether you need a strategy, a working prototype, or a team that finally understands what these tools can and cannot do, that is what I'm here for.

Areas of expertise

One partner across the entire AI stack, from first strategy to shipped system.

I work hands-on at every layer: the business case, the data, the models, the agents around them, and the cloud platforms they run on. Fewer handoffs, faster learning, better outcomes.

Agent run · invoice-reconciliationrun #4,812live
Plan 3
Parse 212 invoicestool · document-ai
Match to purchase orderstool · erp.lookup
Flag exceptionspolicy · finance-v3
Act 2
Matching PO #882131.2s · 3 calls
Draft exception noteawaiting approval
Verify 4
Totals reconcile✓ eval · 0.99
No duplicate payments✓ eval · 1.00
Vendor policy✓ eval · 0.97
Human sign-off✓ queued
14:02:11planner → 3 steps · budget $0.40
14:02:13erp.lookup(PO-88213) → 1 match · 0.98
14:02:14verifier → totals ok · exceptions 2 · routing to approver
Evals · support-assistant1,200 casespassing
Candidates score / 100
prompt v8 + rerank
94.1
prompt v8
91.3
fine-tune 8B (local)
88.0
prompt v7
84.6
Groundedness0.97
p95 latency1.8s
Cost / 1k$2.10
prompt v7 → v8 diff
- Answer the customer's question.
+ Answer only from the retrieved policy excerpts.
+ If the excerpts do not cover it, say so and escalate.
  Cite the policy id for every claim.
+ Keep replies under 120 words.
✓ 1,200 / 1,200 cases re-scored · +2.8 pts
Platform · lakehouse3 cloudsfresh
Sources14 systems
Ingeststreaming + batch
Lakehousegoverned · lineage
Features312 features
ServingAPIs · agents
Freshness< 5 min
Quality checks1,048 passing
Monthly cost−38%
Lineage coverage100%
02:10:04orders_stream → bronze · 48,210 rows · schema ok
02:10:09dq.expectations → 212 / 212 passed
02:10:11features.refresh → 312 features · 3.1s
Roadmap · FY27 AI program7 initiativeson track
Now Q1
Quick winSupport triage copilot
FoundationEvaluation harness
Next Q2–Q3
ProductAgentic onboarding
PlatformGoverned data layer
Later Q4+
ScaleMulti-agent operations
PeopleAI academy, cohort 3
Business cases7 scored
Projected return4.2×
Risk register12 mitigated

Agents that plan, act and verify their own work before anyone has to.Evaluation-driven prompting, fine-tuning and retrieval that holds up in production.Pipelines and platforms that give models trustworthy, well-governed data.Roadmaps that sequence quick wins with the foundations that make them last.

Services

Two ways to work together. Consulting when you need outcomes. Education when you need capability.

Every engagement is scoped around a clear result, led by me personally, and designed to leave your team stronger than it started.

AI Consulting

From idea to production, with someone who has shipped it before.

Strategy, architecture and hands-on delivery for AI products and internal automation. I help you pick the right problems, design the system, and get it live with the evaluation and guardrails it needs.

Outcomes, not slide decks.
Engagement briefv3 · approved

AI roadmap · Customer operations

Target−32% handle time
Timeline12 weeks
RiskLow
Signed off · Head of Operations
Cohort 4 · 24 seats

Applied AI for Engineers

72%
  • Foundations: models, context, cost
  • Retrieval that holds up in production
  • Building and evaluating agents
  • Guardrails, privacy and governance
  • Capstone: ship something real
AI Education

Teams that understand AI make better decisions every day.

Executive briefings, hands-on workshops and multi-week cohorts tailored to your stack and your people. Practical, current, and built around real work from your own organisation.

Capability that compounds.
Fractional AI leadership

Senior AI judgment, a few days a month.

Ongoing advisory for founders and leadership teams: vendor and model selection, hiring, architecture reviews and a steady hand on the roadmap.

Experience on call.
Mon12
Tue13
Wed14
Thu15
Fri16
Tue · 09:00Architecture review · payments team
Tue · 14:00Model & vendor selection
Thu · 10:00Leadership office hours
How we'll work

A simple path from question to capability. Four steps, each with something you can hold.

STEP 01

Discover

We start with the business problem, the data you actually have, and what success looks like in numbers. You get a clear-eyed assessment, not a sales pitch.

Stakeholder interviewsData & systems reviewOpportunity map
01
STEP 02

Design

Architecture, model choices, evaluation strategy and guardrails, designed together so the solution fits your constraints and your team.

Solution architectureEvaluation planRisk & governance
02
STEP 03

Build

A working system, delivered in short cycles with real users in the loop. Instrumented from day one so we always know what is working.

Prototype to productionObservabilityCost controls
03
STEP 04

Enable

Documentation, training and a handover that makes your team the owners. I stay available as the system grows.

Team trainingPlaybooksOngoing advisory
04
Accomplishments

Two decades of building, most of it where technology meets the business.

Engineer, architect, technology leader, and now the person organisations call when AI needs to move from slideware to software.

20+
years in technology
40+
AI & data systems shipped
1500+
professionals taught
12
industries served
Engagements

Clear ways to start, sized to the decision in front of you.

Strategy sprint
2 weeksfixed scope

A focused assessment and roadmap for one business area.

Start a sprint
  • Stakeholder & data discovery
  • Opportunity and risk map
  • Reference architecture
  • Prioritised 90-day roadmap
  • Executive readout
Team education
½ – 2 daysper session

Workshops and cohorts tailored to your teams and your stack.

Plan a session
  • Executive AI briefing
  • Hands-on builder workshops
  • Multi-week cohorts
  • Custom curriculum on your stack
  • Follow-up office hours
FAQ

Answers to the questions that come up most.

How engagements work, what education looks like, and what to expect when we start.

Got questions?

Can't find what you're looking for? Send a note, I reply quickly.

Contact me →

Noventix is the home for my work in technology: AI consulting for organisations, education for teams, and the projects I build and share. One name, one place to find all of it.

Leadership teams and product groups in mid-size and enterprise organisations, plus a small number of founders building AI-native products. Industries vary; the common thread is a real problem and a willingness to ship.

Mostly remote, with on-site time where it makes a difference, such as kickoff workshops and executive sessions.

Usually with a short call to understand the problem, followed by a Strategy Sprint or a scoped proposal. You'll always know the outcome, the timeline and the cost before we begin.

Whatever fits the problem. I work across the major model providers and open-weight models, and across AWS, Azure and Google Cloud. Recommendations come from evaluation, not preference.

That's the preferred way. I embed with your engineers and leaders so the knowledge stays with you when the engagement ends.

Executive briefings, half- and full-day hands-on workshops, and multi-week cohorts. All of them are tailored to your tools, your data and your level.

It depends on the format. Briefings are for leaders making decisions about AI; workshops and cohorts are for the engineers, analysts and product people who will build with it.

Occasionally. Most education is delivered privately inside organisations; when a public cohort opens, it is announced here and on my social channels.

Let's build what's next.

Tell me a little about what you're working on. I'll reply within two business days with honest thoughts on whether and how I can help.

hello@noventix.net No forms, no funnels. Just email.