AI Business Modeling: From Idea to a Board-Ready Business Case
Instead of strategy workshops that produce slides but not decisions, Bilytica produces a defensible business case: a ranked opportunity portfolio, a sensitised financial model, a target operating model, a data and AI reference architecture, and a 90-day activation plan, priced in Saudi Riyals and delivered on an agile cadence.
- Financial model horizon
- 3 yearsFinancial model horizon
- Tangible activation plan
- 90 daysTangible activation plan
- Handed over, editable
- 8 artefactsHanded over, editable
- Enterprises delivered to
- 600+Enterprises delivered to
From signal to board decision, end to end
Every node produces a tangible, signed artefact before the next begins. No theoretical steps.
- 1SignalsData, interviews, market
- 2HypothesisRanked opportunity list
- 3Financial ModelSensitised, in USD
- 4Operating ModelRACI, governance
- 5Reference ArchitectureData + AI + MLOps
- 6Board Decision90-day activation
What Bilytica Actually Models
Six modeling layers we produce inside every engagement, board- and investment-committee ready.
Opportunity Portfolio
A full map of AI opportunities scored by value, complexity, risk and data readiness, ranked as an investment portfolio.
Unit Economics & ROI
A 3-year financial model in USD, GPU cost, model tuning, licensing, team, hosting, and full sensitivity analysis.
Target Operating Model
Org design, RACI, ethics committee, CoE roles, decision-escalation paths, designed for your enterprise reality, not an imported template.
Data & AI Reference Architecture
A cloud-and-on-prem-neutral reference architecture, semantic layer, MLOps pipeline, integration with SAP / Oracle / ServiceNow / Salesforce.
Build-vs-Buy Scenarios
Objective build vs SaaS vs SI-product comparison on TCO, speed and flexibility, with zero vendor bias.
Risk & Compliance Model
GDPR / SOC 2 / ISO 27001 / HIPAA / EU AI Act risk register per use case, with mitigation controls designed into the financial and operating model.
Deliverables: Tangible, Handed Over
No source-less slides, no reference-less matrices. Every artefact ships in an editable, usable format.
Delivered to clients across six regions, with measurable impact
Client identities are NDA-protected. Impact numbers are CFO-verified.
The Bilytica 5-Step Modeling Cadence
A single delivery cadence that compresses time-to-value, with tangible artefacts at every phase.
Discovery
Executive interviews, data-landscape scan, existing-initiative audit, and risk context (GDPR, SOC 2, HIPAA, EU AI Act).
- Executive interview log
- Data & system inventory
- +1 more outputs
Value Hypotheses
Long-list of AI opportunities, sized top-down, filtered against data readiness and regulatory feasibility.
- Long-list of use cases
- Top-down value sizing
- +1 more outputs
Financial Model
Bottom-up 3-year model in USD, sensitised on adoption, GPU cost, tuning cost, and hosting scenario.
- Excel financial model
- Sensitivity & scenario cases
- +1 more outputs
Operating Model
Target operating model, org design, ethics committee charter, reference architecture, and vendor scoring matrix.
- TOM + RACI
- Reference architecture
- +1 more outputs
Activation
Board-ready business case, 90-day activation Gantt, procurement pack, and executive review deck.
- Board-ready business case
- 90-day activation Gantt
- +1 more outputs
Bilytica Modeling vs. Global-Firm Strategy Modeling
A candid comparison of how Bilytica delivers enterprise AI engagements versus how global consultancies typically operate.
| Dimension | Bilytica | Traditional global advisory firms |
|---|---|---|
| Financial model depth | Bottom-up USD model with GPU, tuning, licensing and hosting itemized. CFO-editable. | Top-down TAM/SAM slides with a summary NPV figure and no working spreadsheet. |
| Sensitivity analysis | Scenario cases on adoption, GPU price, cloud-vs-on-prem hosting, and model performance. | Best/base/worst headline numbers, no drivers exposed. |
| Delivery cadence | Agile 2-week sprints, weekly demos, contractually committed dates. | Extended workshop cycles with milestone slippage priced as change orders. |
| Implementation path | Same team can build and run what it modeled, zero hand-off risk. | Modeler team hands off to a separate implementer; scope and cost restart. |
| Price band | USD 24k–160k+ (fixed-price milestones, outcome-tied). | USD 350k–1.2M typical (time-and-materials, day-rate escalation). |
Measurable impact across sectors
Numbers from real modeling engagements with international clients, CFO-verified by the client-side finance team.
Tier-1 European Bank
3-year AI program modeled: 42 use cases, 38% fraud reduction, 47% IRR, deployment plan at USD 18M.
Fortune 100 Health Insurer
Clinical AI business case: 22% readmission reduction, 210k staff-hours saved/year, 9-month activation.
Telco · 45M+ Subscribers
Customer-experience AI model: 31% churn reduction, 4× faster call handling, 39% IRR.
Global Energy Company
Predictive-maintenance modeling on generation assets: USD 34M/year saved, 34% unplanned-downtime reduction.
Business Modeling Engagement Bands
Every band ships a working Excel model, a target operating model, and a 90-day activation plan. Priced in USD.
Rapid Modeling Sprint
One-domain business case when the board needs a defensible model fast.
- Opportunity portfolio (1 domain)
- 3-year USD financial model
- Sensitivity on 3 key drivers
- 90-day activation plan
Enterprise Modeling
Full 5-step cadence across multiple domains, with operating model and reference architecture.
- Everything in Rapid Sprint
- Multi-domain portfolio
- Target operating model + RACI
- Reference architecture
- Vendor & platform scoring matrix
- Procurement pack
Strategic Program Modeling
Group-scale modeling with board-committee co-ownership and a multi-year investment plan.
- Everything in Enterprise Modeling
- Multi-year investment plan
- Board committee co-authoring
- Executive change-story kit
- Post-approval mobilization support
Prices in SAR and negotiable to scope. All engagements are delivered in-country from Riyadh and Jeddah, fully aligned with Vision 2030, SDAIA, PDPL and SAMA.
AI Business Modeling FAQs
How is business modeling different from a traditional strategy workshop?
Bilytica's business modeling produces an executable financial and operating model: numbers, sources, documented assumptions and sensitivity analysis. Your CFO can open the model, change assumptions and see the impact in real time, turning modeling from opinion into a decision instrument. Book an executive consultation to review a reference model built on a context adjacent to yours.
Does the ROI model include GPU cost and model tuning?
Yes. The model itemises GPU compute (cloud vs on-premise), fine-tuning cost, licensing, team, hosting and MLOps operations. We do not provide top-line numbers without a full build-up behind them. Book an executive consultation and we will walk your finance lead through the cost stack line by line.
Who owns the model after handover?
We use your data only inside your environment, under an NDA and a Data Protection Impact Assessment. Every artefact, financial model, architecture and documentation, transfers to you with full commercial rights. No lock-in, no reuse, no black boxes. Book an executive consultation to review the IP-transfer clause in our master services agreement.
Do you implement what you model?
Yes, and it is a decisive difference. Most Bilytica clients retain us for both modeling and delivery, which removes the modeler-to-implementer hand-off risk and shortens time to production. We are also able to work alongside another implementation partner under a joint RACI and steering model. Book an executive consultation to review the governance model best suited to your context.
How long does an AI business modeling engagement take?
Rapid modeling sprint, enterprise modeling, or group-level strategic modeling, each on a schedule scoped with you and monitored against sprint gates. Book an executive consultation and we will confirm capacity and the target schedule inside the same working session.
What is the commercial framework for Bilytica business modeling?
Engagements are outcome-priced and delivered against fixed-price milestones, with scope and deliverables agreed in writing before kick-off. We share a written commercial envelope scoped to your context within ten business days of an executive briefing. Book an executive consultation to receive one tailored to your organization.
Let's build the business case together
In a 60-minute working session, a senior Bilytica partner will isolate your three highest-return opportunities, quantify ROI, cost and risk, and hand back a 90-day activation plan. Sessions are held under NDA and reserved for executive sponsors.