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AI Engineering for Commercial Ops

We automate territory alignment, incentive compensation calculations, and sales reporting across product lines — built and operated for you.

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What We Automate

We don't know every problem in your operation. You do. These are the types of work we engineer AI for. You tell us where it hurts most.

Data Entry Automation

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Your team re-types data from one system to another. We eliminate that.

territory data sales figures prescriber lists

Report & Dashboard Consolidation

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Sales performance across dozens of product lines and geographies in one view.

territory performance brand analytics market share

Billing, Payments & Reconciliation

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Your team spends days reconciling chargebacks and rebates. We do it in minutes.

IC calculations chargeback processing rebate reconciliation

Quote & Proposal Generation

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Contract proposals and pricing packages assembled from templates and market data.

contract pricing GPO proposals bid responses

Client Follow-up & Communication

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HCP engagement tracking and follow-up communications managed automatically.

rep call reports sample tracking KOL engagement

Compliance & Audit Readiness

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Sunshine Act reporting and promotional compliance tracked automatically.

Sunshine Act sample accountability promotional review
See How We Work →
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Common Questions About AI for Pharma Commercial Ops

How do we start?
We start with a 2-week AI Roadmap. Our engineers spend time inside your commercial operations — watching your team build territory reports, mapping your IC calculation flows, measuring your volumes. The output is a ranked list of workflows by ROI, with implementation timelines and expected savings. No commitment to build beyond the roadmap.
What does my team do differently on day 1?
Almost nothing. The first workflow runs alongside your existing process — AI processes sales data and generates reports in parallel while your team works normally. Once accuracy is validated (typically 2-3 weeks), we switch over. Your team starts reviewing AI-generated outputs instead of building everything manually. The transition is gradual, not a big bang.
How does this work with our CRM and data systems?
We build on top of your existing systems. We integrate with Veeva CRM, IQVIA data feeds, Symphony Health, and every major pharma commercial platform. The AI layer connects systems that don't talk to each other today. Your IT team keeps managing infrastructure. We build the automation that sits between your systems.
What about data governance and compliance?
Every workflow we build respects your data governance framework. For incentive compensation, the AI calculates and prepares reports — your commercial ops team reviews and approves. We maintain audit trails for every automated calculation. The AI doesn't override your business rules; it eliminates the manual work of applying them.
How do we measure success?
We define success metrics with you before building anything. Typical metrics: territory alignment cycle time, IC calculation accuracy, sales reporting turnaround, and data reconciliation time. We set up dashboards that show before/after in real-time. If the numbers don't improve within 90 days, we fix it on our dime.
What's the total cost for year 1?
Two options. Per Workflow: $25K-$75K per workflow, best for starting with one high-impact process like IC calculations or territory reporting. Dedicated Team: ~$22K/month for 2+ AI engineers embedded in your operation, building multiple workflows continuously. Most commercial ops teams start with one workflow, prove the ROI, then move to a dedicated team.

Your commercial ops team deserves better tools.

Book a free 30-minute AI Assessment. We'll map your highest-volume commercial workflows and show you the 3 processes with the highest ROI.

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