AI & Automation adoption partner

Get AI adopted,
not just piloted.

Velho is your embedded partner for AI and automation. We find what's worth doing, build it together with your teams, and make sure it's actually used — then keep the value compounding, month after month.

Value proven from week one — with no long commitment or lock-in.

FIG.01 — OPPORTUNITY FIELD / LIVE

Everyone's investing in AI. Almost no one is capturing it.

The gap isn't ambition — it's execution. Most initiatives stall in the space between a promising demo and everyday, adopted use.

0%

of organisations use AI in at least one function — but only 39% see any bottom-line impact.

McKinsey · State of AI 2025

0%

of companies capture AI value at scale — 60% see no material value from their spend.

BCG · 2025

0tn

in potential annual value from generative AI — most of it still untapped.

McKinsey Global Institute · 2023

0%

of Finnish enterprises now use AI — Europe's #2 adopter, and rising fast.

Eurostat · 2025

The blocker is people and ownership — not the tech.

Ideas without an owner

Automation opportunities live in people's heads across the organisation — nobody's job is to find, compare and prioritise them.

Pilots that never ship

Proofs-of-concept get built, demos impress — then stall before production because rollout, integration and change fall through the cracks.

Talent you can't hire

AI and automation specialists are scarce, expensive, and hard to keep busy full-time inside a single organisation.

One expert inside your business — working with your people.

You get a dedicated expert who works inside your organisation as your automation contact person, with a full delivery team and vendor network behind them. With your teams, not above them — owning the agenda together, from first idea to adopted value.

Identify

Through a thorough due-diligence process and interviews across your teams, we find where AI and automation can genuinely help.

Plan

We turn the best opportunities into a prioritised implementation plan — with a clear delivery schedule and a roadmap to adoption.

Deliver

We build it, help you adopt it, or source the optimal solution for your need — and drive the rollout until your people can, and want to, run it without us.

A continuous loop — done with your teams.

Every month the loop runs again, so adoption compounds instead of stalling after one initiative. Each step is done together — and each cycle gets faster as we learn your organisation.

Hover each step to watch the plan take shape →

  1. 01

    Map together

    We map every place AI and automation could help — shadowing your teams so nothing is missed.

  2. 02

    Prioritise together

    You choose what matters most — we shortlist the options and sequence the work around your call.

  3. 03

    Roll out with your teams

    Build, buy or integrate in short sprints — co-designed with the people who'll use it.

  4. 04

    Iterate & educate

    Measure the value, train your people, and start the next cycle — every month.

Opportunity map candidates found

    Hover a step to watch the plan take shape.

    Value in motion within four weeks.

    No open-ended discovery billed by the hour. Here's the concrete path from day one to a prioritised roadmap and your first delivery slot.

    1. Week 0 · Setup

      We embed

      Access, a stakeholder map, and an operating rhythm agreed with your sponsor — so day one is productive.

    2. Weeks 1–2 · Discover

      We listen & map

      Shadow teams, interview across functions, and log every automation opportunity with a rough value.

    3. Week 3 · Prioritise

      We agree the plan

      Score every opportunity by value and effort, and pick the first quick win together.

    4. Week 4 · Live

      You see the value

      A prioritised roadmap and business case presented to leadership — and your first automation project ready to start.

    5. Then · Monthly

      It compounds

      The loop runs again every month — more shipped, more adopted, more value realised.

    FIG.01 — A year, illustrated

    What a year can look like.

    An illustrative Core-tier year: two lanes, mixed project sizes, quick wins first — agreed quarter by quarter on the shared roadmap.

    M01M02M03M04M05M06M07M08M09M10M11M12
    Opportunity mapping
    Quick win
    Small project
    Quick win
    Large project
    Externally sourced tool — onboarding
    Small project
    Quick win
    Externally sourced tool — onboarding
    Advanced / real-world pilot
    Expansion of an earlier project
    We build We scale We source Advanced / real-world Illustrative — planned together

    The right solution, whatever shape it takes.

    We're not selling one product. We pick the fastest route to value for each opportunity — and our incentive stays the same whichever one we choose.

    Small & custom

    We build it

    Targeted software and AI automations delivered hands-on — fast wins in weeks, not quarters.

    Large projects

    We scale it

    Bigger builds delivered by our extended team, or sourced from trusted partners — with your expert as the accountable lead.

    Best of market

    We source it

    When a great product already exists, we select it, negotiate it, and onboard your organisation onto it.

    The neutrality test: every recommendation is the one we'd make if we earned nothing extra from it.

    Vendor-neutral — we work with the tools you already run

    From the inbox to the real world.

    We start where the value is today — and take you as far as automation can go, across three widening horizons.

    01

    Workflow automation

    Repetitive knowledge work: documents, data flows, reporting, integrations.

    02

    AI agents

    Agentic systems that handle whole processes — triage, drafting, decisions with human oversight.

    03

    Advanced & real-world automation

    Where digital meets the physical: computer vision, sensor and IoT data, connected operations and field automation — up to autonomous systems where they genuinely fit.

    What this looks like on the ground.

    A few of the automations we build, scale and source — one for each delivery path.

    Illustrative scenarios, not client references — replaced with real cases as engagements complete.

    Small software · we build it

    Invoice handling automation

    AI reads, codes and routes purchase invoices straight into the ERP. Built hands-on in a few weeks.

    ~80% less manual invoice handling

    Large software · we scale it

    Customer-service AI agent

    An agent that resolves routine tickets across email and chat, integrated with the CRM. Delivered by our extended team.

    ~50% of tickets resolved without human touch

    Advanced · real-world

    Vision-based quality inspection

    Computer vision checks every unit on the line and flags defects in real time — cameras and sensors sourced from vendors, the use-case software built to fit.

    ~90% of defects caught on the line

    Shipped isn't the finish line. Adopted is.

    Most automation fails at the people, not the technology. Onboarding your teams is built into every rollout — and we're accountable for usage, not just delivery.

    Co-designed with your people

    Solutions are shaped with the teams who'll use them — not handed down. Ownership starts before launch.

    Champions & training

    We teach as we go and train superusers in each team, so capability lives inside your organisation.

    Embedded in the daily workflow

    Automations plug into the tools people already use — no new portal, no parallel process.

    Adoption measured, not assumed

    Usage and realised value are tracked every month. If people aren't using it, we fix it.

    There's always someone to call — your dedicated expert, on hand whenever questions or issues come up. No ticket queue, no scoping a new project. Just ask.

    A whole team, for about the cost of one hire.

    For roughly what one more specialist would cost you, you get a team of AI and automation professionals — and none of the risk of hiring.

    A team, not a single hire

    One contact person you know by name, with a full delivery team and vendor network behind them.

    None of the hiring risk

    No recruitment, onboarding, ramp-up or attrition. We're productive from week one, and you can scale us up or down.

    No long commitment

    Nothing locked in beyond the initial phase. We earn the next step by proving value — every single month.

    Start without commitment

    An ongoing partner, not a one-off project.

    A software project ends with a hand-off — the knowledge leaves and the value plateaus. An embedded partner keeps finding, shipping and improving, so value compounds instead of stalling. That's the whole difference.

    A one-off software project

    • Ends at hand-off — then the momentum stops
    • The knowledge walks out the door with the team
    • A large fee up front, before value is proven
    • Built once, so it dates as your business moves on
    • The incentive is to sell you the next big project

    Velho — an ongoing partner

    • Ships working automation every single month
    • Knowledge of your business that compounds over time
    • A predictable monthly fee — change or stop with notice
    • Continuously improved as your needs change
    • The incentive is to keep proving value, every month

    Every engagement includes

    • A dedicated expert, on call
    • A living opportunity map
    • Hands-on delivery of quick wins
    • Training & enablement for your people
    • Vendor & partner sourcing, chosen neutrally
    • Monthly reporting of realised value

    Start small. Scale when it's working.

    Choose the execution speed that fits: one project per month, two projects per month, or a bespoke programme for larger needs.

    Foundation

    1 project per month

    Month one maps and prioritises the automation roadmap. After that, one selected project is delivered from discovery to rollout each month.

    Discuss fit →

    Bespoke

    Custom cadence

    For larger, cross-team rollouts and advanced programmes where the right project cadence needs to be designed around the organisation.

    Discuss fit →

    Straight answers.

    The questions we hear most from teams deciding how to start.

    A simple monthly fee, scoped to how many projects can be executed in parallel: one project per month, two projects per month, or a bespoke cadence for larger programmes. Larger builds and third-party licences are quoted separately and only with your sign-off.
    You'll see realised time and money saved in a monthly report to leadership. You can scale us down or stop with one month's notice — we re-earn the engagement every single month, which keeps our incentives honest.
    No. We work alongside your people and we're vendor-neutral — we'll build, buy or source whatever is fastest to value, and hand ownership to your team. Our recommendation is the one we'd make if we earned nothing extra from it.
    The first month is discovery: workflow mapping, prioritisation, and a delivery roadmap. After that, the project cadence starts — one or two automation projects per month depending on the tier.
    We follow your data classification and security rules, never move data to unapproved tools, and flag any GDPR or EU AI Act questions to your team early rather than improvising. Credibility is our most valuable asset.
    Most have — and it's almost always people, not technology. Adoption is designed in from day one: co-design with the people who'll use it, champions and training in every team, and usage measured monthly. If people aren't using something, that's our problem to fix.

    Let's find your first automation win.

    Book a short intro call. We'll talk through where automation could pay off fastest in your organisation — and how to start, without commitment.

    • A prioritised opportunity map within the first month
    • Your first automation project selected and ready to start
    • No commitment beyond the first phase — we earn the next month, every month

    Or email hello@velho.io