AI strategy & roadmap
Where AI actually pays off in your business, sequenced into a plan your team can execute without a research department.
- Opportunity mapping
- Business case
- 12-month plan

AI Strategy & Advisory
VOSSI helps SMBs and enterprise teams move past AI theatre, finding the use cases that pay, architecting them properly, and shipping them into the systems your people already work in.
The name
VOSSI is an acronym, and we hold ourselves to every letter of it.
We start with the outcome you actually want, then work backwards to the technology that gets you there.
We size and rank every candidate use case, so the first thing you build is the one with real return.
A roadmap grounded in your data, systems and constraints, not a slide of industry trends.
Working systems shipped into the tools your teams already use, measured against numbers you trust.
New capability that is governed and maintainable, so it keeps compounding long after we leave.
Capabilities
Most teams do not need more pilots. They need the right three things shipped properly, then the confidence to build the next three themselves.
Where AI actually pays off in your business, sequenced into a plan your team can execute without a research department.
A two-week diagnostic across your data, process and people that names the three use cases worth doing first, and the ones to skip.
Retrieval pipelines, agents and internal copilots built on your own data, delivered inside the tools your teams already use daily.
Pipelines, governance and evaluation harnesses that keep model output accurate, auditable and predictable on cost.
Document-heavy, high-volume processes rebuilt end to end, with humans kept in the loop exactly where judgement matters.
Workshops, playbooks and review rituals so your team can run, tune and extend what we build together long after handover.

Our approach
Four phases, fixed deliverables, and a decision gate between each one. You can stop after any phase and still be better off than you started.
We sit with the people doing the work, audit the data behind it, and map where AI removes cost or unlocks capacity. Everything else is ranked and parked.
output: three costed use cases, ranked by return and effort
Read the full phasePotential
No borrowed logos and no invented case studies. These are the ranges our models put on the table in each sector, and we size the real figure for your business during the assessment.
Logistics & freight
18 to 30%
of back office processing cost, recoverable
Document intake, customs and manifest handling, and the exception chasing around them are still manual in most operations. It is usually the fastest place to find hours back.
Financial services
35 to 50%
faster drafting and reporting cycles
Advisory notes, policy answers and client reporting drafted against your own approved sources, with citations and an audit trail, so review time falls rather than rises.
Healthcare providers
8 to 14 hrs
of admin reclaimed per clinician, weekly
Scheduling, reminders, intake and referral chasing automated around the practice software you already run, with clinical judgement left where it belongs.
Retail & commerce
12 to 22%
of support and returns volume deflected
Order, delivery and returns questions answered end to end, with the messy exceptions routed to a person who already has the full context in front of them.
Manufacturing
15 to 25%
of maintenance and reporting effort removed
Work orders, shift reports and compliance paperwork captured as the work happens, so planners spend their day planning instead of transcribing.
Professional services
25 to 40%
more billable capacity per fee earner
Research, first drafts and engagement admin handled by systems grounded in your own methodologies, so senior time goes to judgement and client contact.
Ranges are modelled from sector benchmarks and our own delivery work, not client results. We size the figure for your business, with your numbers, in the assessment.
Who we are
VOSSI is a compact team of strategists, data engineers and delivery leads who have shipped AI in regulated, messy, real-world operations. We run small squads, we write our own code, and we stay until the thing works.
Every engagement starts and ends with numbers your finance team recognises.
Citations, audit trails and human checkpoints are part of the architecture, not a later retrofit.
First working system inside a quarter, or we tell you plainly that the use case is not ready.
Who we work with
One focused pilot, a working system in production, and a team that can run it without us.
Several teams, messy data and genuine governance questions. We decide what to build first, and what to leave alone.
Architecture, security review, procurement and change management handled alongside the build, not after it.
Client value identified
AI systems shipped
Average pilot to production
Average first-year return
Start here
A 45-minute conversation with a senior practitioner, not a sales script. We will tell you honestly whether AI is the right answer for the problem you bring.