Capabilities | Build

We use AI to turn strategy into decision systems

We build AI-powered analytics and tools that make pricing decisions consistent, scalable, and repeatable, from rapid AI-assisted MVPs to fully integrated platforms.

Contact us

The Key Problems

Why traditional pricing tools fail most businesses.

Most pricing platforms were built for large enterprises with dedicated IT teams, multi-year implementation budgets, and standardized commercial models. If your business does not fit that template, and most do not, you end up working around the tool rather than with it.

The result is a system that is expensive to implement, slow to deliver value, and impossible to customize without paying for it twice. AI changes what is possible and what is affordable.

Too slow to deliver value

6 to 18 months before you see a single insight. By the time it is live, the business has moved on.

Cost built for enterprise

$500K to $2M+ in licenses before customization. Most mid-market businesses cannot justify it.

Generic logic, not your logic

Rarely fits your constraints or commercial context. The fit problem is structural.

Black-box models

Models you cannot inspect or tune. When the output is wrong, there is no way to know why.

how we help

AI-built pricing tools, calibrated to your business and delivered in weeks.

If your pricing logic, constraints, or commercial context falls outside what the average platform assumes, and it almost always does, you are either working around the tool or paying millions to customize it. We use AI to build purpose-built pricing decision systems from scratch, calibrated to how your business actually prices. Delivered in weeks. Owned by you outright.

CHOOSE YOUR STARTING POINT

Foundations

Optimization

Operating System

Foundations

Clean data, trusted KPIs, reliable dashboards

Ready to build on.

AI-accelerated data harmonization turns messy transaction data into a clean, structured pricing database — the reliable foundation your models, dashboards, and governance cadence can actually run on.

Metrics your teams trust.

Agreed pricing KPIs, consistent calculation logic, and performance definitions, so leadership, finance, and commercial teams are all working from the same numbers.

See what’s actually happening.

Executive and operational dashboards built on clean data, giving leadership a clear, current view of pricing performance and the visibility to act on it.

optmization

Pricing models built to your logic.

Better answers, faster.

Dynamic optimization models, scenario simulators, and what-if tools built to your pricing constraints and commercial context, so your teams are working from analysis that reflects how your business actually prices.

Change what happens in the deal.

AI-generated discount guidelines, deal scoring models, and approval guardrails that influence rep and deal desk behaviour at the point of decision, not just in the strategy presentation.

No licensing. No dependency.

Every model, every tool, every line of logic is yours. You can run it, update it, and extend it independently, without a vendor relationship or ongoing licensing cost.

operation systems

Pricing intelligence embedded in your business

Consistent every time.

AI-assisted development converts models and prototypes into lightweight, deployable tools, so pricing analysis runs consistently, without manual effort, without needing to find the person who built it.

Embedded in the workflow.

Pricing logic integrated into your CRM, CPQ, ERP, or deal desk workflow, so every commercial decision is informed by the right pricing intelligence at the right moment, automatically.

No vendor. No dependency.

Everything built is yours, the tools, the integrations, the logic. Pricing capability that runs independently of RML, without licensing fees or platform lock-in.

Know where your pricing stands in two weeks

See how you compare.

AI-powered benchmarking against industry and peer data gives you a calibrated view of pricing maturity and performance gaps — fast.

Know what’s at stake.

A structured opportunity model sizes the margin available across your key pricing levers, so leadership can make the investment case with confidence.

Know where to start.

A prioritized shortlist of actions — ranked by impact and feasibility — so you enter any next conversation with a clear point of view.

Know where your pricing stands in two weeks

See how you compare.

AI-powered benchmarking against industry and peer data gives you a calibrated view of pricing maturity and performance gaps — fast.

Know what’s at stake.

A structured opportunity model sizes the margin available across your key pricing levers, so leadership can make the investment case with confidence.

Know where to start.

A prioritized shortlist of actions — ranked by impact and feasibility — so you enter any next conversation with a clear point of view.

Know where your pricing stands in two weeks

See how you compare.

AI-powered benchmarking against industry and peer data gives you a calibrated view of pricing maturity and performance gaps — fast.

Know what’s at stake.

A structured opportunity model sizes the margin available across your key pricing levers, so leadership can make the investment case with confidence.

Know where to start.

A prioritized shortlist of actions — ranked by impact and feasibility — so you enter any next conversation with a clear point of view.

Know where your pricing stands in two weeks

See how you compare.

AI-powered benchmarking against industry and peer data gives you a calibrated view of pricing maturity and performance gaps — fast.

Know what’s at stake.

A structured opportunity model sizes the margin available across your key pricing levers, so leadership can make the investment case with confidence.

Know where to start.

A prioritized shortlist of actions — ranked by impact and feasibility — so you enter any next conversation with a clear point of view.

the rml difference

Why strategy without evidence fails.

CategoryTraditional ApproachRML AI-Forward Approach
Time to value12–18 month implementation before anything is usableWorking pricing tools in weeks, not months
Data readinessAssumes clean data that rarely existsAI-accelerated harmonization turns messy data into a reliable foundation fast
Model fitGeneric assumptions that may not match how your business pricesModels and decision tools built specifically to your pricing logic and commercial context
OwnershipVendor-dependent, ongoing licensing fees, locked-in architectureEvery tool, model, and line of logic owned outright by you, no licensing, no dependency
Embed­ded intelligenceAnalytics exist but sit outside the workflow where decisions happenPricing logic embedded directly into CRM, CPQ, ERP, or deal desk at the point of decision
ScalabilityManual processes that break under volume or personnel changeAutomated, governed analytics that run consistently without needing the person who built them
CustomizationAdapt your business to fit the platform’s assumptions and structureA system built around how you actually price, your logic, your constraints, your commercial context

Case studies

Over a decade of pricing problems solved.

For more than a decade we have helped organizations protect margin, improve price realization, and build pricing functions that deliver real, lasting, and defensible results.

Search our case studies