Consulting & Solutions · The Engagement Model

Three Stages, One Handover Each, No Stage Skipped for a Demo

Boards don't need another AI vision deck, they need to know what they will hold in their hands eight weeks from now. Bilytica runs every engagement as assessment, first governed release, then scale, and each stage ends with a named deliverable, not a slide.

See a worked example
Assessment turnaround
2 weeksAssessment turnaround
To first governed release
90 daysTo first governed release
Engagement stages
3Engagement stages
Written commercial envelope
1Written commercial envelope
Key takeaways

What a Saudi board should ask before signing a SOW

  1. 01

    Ask what stage you are actually buying

    A vendor quoting one number for 'AI transformation' is bundling assessment, build and scale into a figure nobody can hold accountable. Ask for the stage boundaries.

  2. 02

    Ask who owns the release after go-live

    A governed release needs a named internal owner from day one, not a consultant who leaves once the demo works.

  3. 03

    Ask what happens if you stop after stage one

    A credible engagement model is useful even if you never buy stage two. If the answer is vague, the assessment was priced to force the next stage.

In Saudi Arabia

What each stage has to satisfy before it is signed off

Regulatory and governance obligations don't wait for scale, they apply from the assessment stage onward.

SDAIA / PDPL

A lawful basis for any personal data touched during the assessment or the first release.

A data-handling addendum in the SOW naming the lawful basis before any data is accessed.

NDMO

A classification pass on the data feeding the first governed release.

A classification map delivered as part of the assessment output, not added later.

NCA ECC

Access control and logging on anything that reaches production, even a single-use-case release.

A control matrix signed off before go-live, reused unchanged at scale.

Sector regulator (SAMA and others)

Evidence the first release was reviewed against sector-specific rules before customer exposure.

A sign-off record from the client's own risk or compliance function, filed with the release.

Readiness assessment only

A board wants an honest, scored view of AI and data readiness before committing budget, with no build attached.

First governed release for a single use case

A department has one clear use case and needs it live, governed and measured before asking for a bigger mandate.

Scale-up of an existing pilot

A proof-of-concept already works technically but was never hardened for production access control or monitoring.

Data foundation remediation

The blocker isn't the model, it's the data underneath it; the engagement starts at the data layer, not the AI layer.

Vendor-neutral second opinion

A board wants an independent scored assessment of a proposal already on the table from another vendor.

Multi-department rollout

A governed release in one department becomes the template rolled out to two or three more under the same control set.

Use cases

Engagements Bilytica runs most often

06 · commitments

What differs between an engagement and a project

01

Assessment produces a scored gap, not a pitch

The assessment stage ends with a scored view of your data, governance and use-case readiness, the same document regardless of which vendor you pick next.

02

The first release is governed on day one

Nothing ships to production without the access controls, logging and named owner in place, so the first release is also the reference for every release after it.

03

Scale is a phase, not an afterthought

Scale-up carries its own budget line for adoption, monitoring and continuous tuning, priced before the first release, not negotiated after it.

04

One team from strategy to production

The same consultants who scope the use case build the pipeline and the model, so nothing is lost in a handover between a strategy firm and an integrator.

05

Dates are committed, not estimated

Every stage carries a date in the statement of work, tracked against sprint gates a client can see, not a rolling estimate.

06

The engagement stops where it says it will

A one-stage engagement is a complete, useful thing on its own. Scale is offered, never assumed, and never bundled into the first invoice.

The decision on the table

Build it yourselves or bring Bilytica in, decided by what you're missing

Most Saudi teams don't lack ambition, they lack one of two things: the governance muscle or the delivery capacity. This is how we help a board decide which.

DimensionRun it internallyBring Bilytica in
Governance maturityNDMO classification and ownership already assignedData ownership and classification still unclear
Delivery capacityInternal team has shipped a governed AI release beforeFirst governed release, no internal precedent
Timeline pressureNo fixed date, can absorb a learning curveA board or regulator deadline is already set
What you keep afterwardFull internal control, slower first releaseA trained internal team plus a faster first release
Compliance

What's written into every statement of work

  • PDPL and NDMO alignment scoped before the assessment starts
  • A named accountable owner for every deliverable
  • SAMA / NCA controls where the client sits in a regulated sector
  • In-country data residency by default, documented in the SOW
  • A fixed commercial envelope agreed before work begins
  • A written exit point at the end of every stage
Worked Saudi example

A logistics group's assessment stops at one honest finding

A Saudi logistics group asked Bilytica to scope an AI forecasting rollout across five regional hubs, expecting a build proposal.

How it was delivered
  1. 01The two-week assessment scored data readiness at each hub separately, rather than as one aggregate score.
  2. 02Three of five hubs had no reliable historical demand data at all, only manually reconciled spreadsheets updated monthly.
  3. 03The assessment recommended a data-foundation stage for those three hubs before any forecasting model was built, with a separate price and timeline.
  4. 04The two ready hubs proceeded straight to a first governed release, delivered in ten weeks, while the other three began the data-foundation stage on their own schedule.
What the client kept

The client got an honest split instead of one bundled proposal, started earning value from the two ready hubs immediately, and knew exactly what stage two would cost before agreeing to it.

FAQ

Frequently Asked Questions

How is Bilytica's engagement model different from a typical AI consulting proposal?

Most proposals price 'AI transformation' as one bundled figure. Bilytica prices three distinct, separable stages, assessment, first governed release, and scale, each with its own deliverable and its own price, so a client can stop after any stage without losing what they paid for. Book a scoping session and we will show you the stage boundaries in writing.

Can we hire Bilytica for the assessment only?

Yes. The assessment is a complete, useful engagement on its own: a scored view of data, governance and use-case readiness, and you decide whether to continue. Book a scoping session to price the assessment alone.

What exactly do we receive at the end of the first governed release?

A production system for one use case with access controls, logging and a named internal owner already in place, plus the documentation your risk function needs to sign off customer exposure. Book a scoping session and we will show a sample deliverable set.

Do you take over our data team, or work alongside them?

Alongside, by design. Every engagement names an internal counterpart who is trained through delivery, so the capability stays inside your organization once the engagement ends. Book a scoping session and we will describe the counterpart role for your context.

What happens if the assessment finds we aren't ready to build yet?

We say so, and price a data-foundation stage separately rather than building on a foundation that will fail in production. Book a scoping session and ask us directly what readiness score we require before recommending a build.

How is the price fixed before work begins?

Each stage carries its own statement of work with a fixed commercial envelope, agreed before that stage starts, never renegotiated mid-delivery except by a written change order. Book a scoping session and we will walk the SOW structure.

Scope one stage before you commit to three

In a 60-minute scoping session, a senior Bilytica partner will identify which of the three stages you actually need next, price it, and hand back a written statement of work with dates. You decide whether to continue past the stage you scope.

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