IN BRIEF: Acuiti Labs delivered a full SAP BRIM implementation for an autonomous ride-hailing company in under 3 months – against a typical 6–12-month timeline – with zero unplanned downtime at go-live, validated against real production scenarios including dynamic pricing, cancellations, refunds, and location-based fares.
Autonomous ride-hailing has no revenue without a working commercial engine behind it. There is no driver taking a fare. Pricing has to respond dynamically to demand, distance, and route in real time, and every ride – paid trips, promotional and free rides, cancellations, refunds, airport and location-based pricing – has to be priced, charged, taxed, and reconciled correctly and automatically, at a scale built for millions of rides. Until that engine exists and works, the business model is a concept, not a company.
We recently built and launched exactly that engine for a pioneer in autonomous ride-hailing, and it is now live in production, processing real rides, real revenue, and real regulatory obligations, correctly, from day one.
Quick facts
| Industry | Autonomous mobility / autonomous ride-hailing |
| Solution | SAP BRIM (Billing and Revenue Innovation Management) |
| Delivery methodology | SAP Activate, SAP’s structured agile delivery framework |
| Implementation timeline | Under 3 months, on schedule and under budget – against a typical 6–12 month benchmark |
| Go-live outcome | Zero unplanned downtime |
| Validated scenarios | Paid rides, promotional and free rides, cancellations, refunds, airport and destination-based pricing |
What the SAP BRIM platform delivers
SAP’s Billing and Revenue Innovation Management(BRIM) suite, manages the full commercial lifecycle for high-volume, usage-based businesses: pricing, charging, billing, payments, tax, and revenue management, all as one connected system rather than separate tools reconciled after the fact.
For this engagement, we delivered an SAP BRIM platform integrated directly with the client’s dispatch orchestration systems, giving the business a single commercial engine for every ride, however it was priced or paid for.
Before go-live, the platform was validated against the real complexity of the business, not simplified test cases. Paid rides. Promotional and free rides. Cancellations. Refunds. Airport and destination-based pricing. Every one of these scenarios ran successfully in production, with zero unplanned downtime at launch. The platform has carried into hyper care with only a small number of minor enhancements – a strong signal of underlying stability rather than a fragile launch dressed up as a milestone.
For a business whose entire model depends on charging correctly for a ride that no human ever priced by hand, that is not a technical detail. It is the foundation the entire commercial operation stands on.
SAP BRIM Go-Live in under three months
This SAP BRIM implementation was delivered, tested, and live in under three months, on schedule and under budget, against a typical timeline of six to twelve months for a standard SAP BRIM programme.
That gap exists because of how the work was structured, not because anything was skipped. The project was delivered using SAP Activate, SAP’s structured agile methodology, with governance, testing, and cross-functional alignment across engineering, finance, product, legal, and operations built into each phase rather than added at the end. A fast go-live that skips that discipline isn’t fast, it’s deferred risk with a shorter fuse. This one was validated against real production scenarios – paid rides, promotions, cancellations, refunds, location-based pricing – before it was ever called done.
This is one of the most technically demanding SAP BRIM implementations we’ve delivered — a live commercial engine with no human in the pricing loop, validated against real production scenarios before go-live. The team met an aggressive timeline without cutting corners on testing or governance.
— Souvik Majumdar, CTO @ Acuiti Labs
Why fast, compliant SAP BRIM delivery Matters Across Industries
Autonomous mobility is an extreme case of a pattern showing up across multiple industries right now: businesses whose commercial model is evolving faster than a traditional multi-year finance transformation can typically support. Whether it is autonomous transportation, subscription-based hardware, or usage-based services, the companies pulling ahead are the ones whose finance and billing infrastructure can be stood up at the same pace as their product innovation, not eighteen months behind it.
That is the real story here. Not that a project finished quickly, but that a genuinely new business model now has a financial engine capable of carrying it, and the finance function did not become the constraint on how fast that model could reach the market.
What's Next: Scaling the platform
With this foundation live, work is already underway on the next phase, expanding the platform’s capabilities as the business scales toward processing a significantly larger volume of transactions through the same resilient, compliant commercial engine.
We are proud of the team behind this, and prouder still of what it now powers: a business model that could not generate a single dollar of revenue without the platform we built standing behind it.
If your organisation is building a commercial model your current systems were never designed to support, this is exactly the kind of challenge we like to be handed.
Frequently Asked Questions
How long does a SAP BRIM implementation typically takes?
A standard SAP BRIM implementation typically takes six to twelve months, depending on scope and complexity. With disciplined delivery, a structured methodology like SAP Activate, and testing run in parallel rather than at the end, a full implementation can go live in under three months, as demonstrated in this autonomous mobility engagement.
What does a SAP BRIM platform manage?
SAP BRIM brings pricing, charging, billing, payments, tax, and revenue recognition into a single connected system, replacing the separate, manually reconciled tools most usage-based and subscription businesses rely on today.
Which industries use SAP BRIM?
SAP BRIM is widely used in telecom, hi-tech, media, utilities, and increasingly in usage-based and asset-light businesses such as autonomous mobility, wherever pricing and billing need to happen automatically, in real time, and at high volume.
Why is quote-to-cash critical for autonomous mobility companies?
Autonomous ride-hailing has no human driver setting or collecting a fare, so every ride’s pricing, charging, and payment must be handled automatically and accurately by software. Without a reliable quote-to-cash platform, the business has no way to generate revenue at all.
Acuiti Labs partners with organisations across autonomous mobility, hi-tech, telecom, aviation, and other fast-moving industries to build SAP BRIM and Quote-to-Cash platforms ready for what comes next. Get in touch to talk about your own transformation timeline.
