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Data Strategy for Commercial Pharma
Forge DC builds the data foundation that powers your customer engagement, so your teams, and the AI tools they use, can finally rely on it.
Confidence for humans. Context for AI.
Context in Action
Same model. Same question. Flip the switch to see a generic answer become contextualised intelligence your teams can act on.
Retrieved from: Annual Brand Plan · Omnichannel Review (Sep 2025)
Sources: CRM target list · Engagement DB · Content Library
DataBridgeAI connects via Model Context Protocol (MCP) to any of your existing AI tools:
ChatGPT
Claude
Gemini
Copilot
Grok
Llama
Mistral
DeepSeekThe AI-Native Data Foundation
Left to its own devices, AI guesses at what your data means. DataBridgeAI removes the guesswork. It holds the definitions of your terms, the relationships in your data, and your business rules, set up front, so the AI works from your meaning instead of inferring its own. That’s the shift from a generic answer to one built on how your business actually works. Follow a real question through the three layers to see it happen.
Defined relationships across your data ground answers in fact and minimise hallucinations.
Trace any output back to the source data that produced it. Every relationship the model used stays visible.
Govern what data the AI can use in what context. Your business rules are enforced at query time.
Pre-built relationships deliver faster answers at lower compute cost.
The Capability Library
Grounding makes AI a sharp discussion partner. A defined output specification makes it deliver. The capability library is DataBridgeAI's set of pharma-specialised workflows, built on proven frameworks and tailored to your target outputs, so the same request returns finished work every time, from customer engagement strategies to campaign operations, call plans, and performance reports.
The above animations are illustrative of product capabilities only.
Why DataBridgeAI?
What a grounded AI actually changes, in the work your teams do every week.
“Are we missing any targets this quarter?” used to mean pulling CRM exports, cross-referencing journeys, and segmenting by hand over days. Now it's a question your team asks and acts on the same afternoon, with the next steps already attached.
The LLMs you've already rolled out stop being clever drafting tools and start doing real commercial work — planning, targeting, reporting. Same licences, same tools, a step-change in what they return.
Answers come finished, not as a starting point: every claim traced to its source and your compliance rules applied at query time. In a regulated business, that's what makes an answer something your teams can act on the same day, not rework.
Data Strategy Consulting
Most pharma teams are trying to plan, target, and measure on top of fragmented data. We connect it into one foundation you can act on, so you know which content drives results, which HCPs are worth the investment, and what your engagement is actually returning.
“We can’t find our content, let alone prove it works.”
What we deliveredA content taxonomy and automated classification linking every asset to its message, audience, and channel, so the brand can see how content performs across every channel, not just whether it exists.
Top 20 pharma: 7 platforms harmonised into one taxonomy, with cross-channel content performance finally visible in one place.
Read the case study →“We spent millions on a CDP the business never adopted.”
What we deliveredCDP activation and audience planning: brand-specific use cases that turn the platform into a tool marketers actually drive.
Top 10 pharma: real-time audience sizing for marketers, CDP repositioned from IT cost centre to marketing platform.
Read the case study →“We don’t know which elements of our creative are delivering return on spend.”
What we deliveredA taxonomy-enriched creative-level performance dataset, so the client could see exactly how each asset performs for each audience and understand what actually drives results, instead of trusting a partner’s report.
US pharma: clear visibility into how every creative performs across channels, replacing black-box partner reporting.
Read the case study →“Our agencies hold our data, our expertise, and our AI future.”
What we deliveredWe helped the client stand up an in-house, AI-enabled creative services model across three regions, bringing data, expertise, and AI capability back inside the business, with AI use cases embedded in the workflow and a framework to track adoption and impact.
Global pharma: up to 40% lower production costs and 20% faster campaign delivery across all prioritised markets.
Read the case study →The Forge DC Data Foundation
Content, customer, channel, and impact are the four domains where pharma engagement lives, and where we go deep. In each, we bring industry-leading data strategies and data models that connect strategy to execution, so your decisions in one domain are informed by what's happening across all four.
Know exactly which messages, themes, and formats drive HCP action, so you can do more of what works.
Connect every asset to your brand strategy. See which priorities are being supported, and which are being ignored.
Plan once, measure everything. Every asset inherits the context it needs for accurate attribution.
Classify what matters. Discover which themes, topics, and messages actually drive engagement.
Manage the mechanics. Ensure every asset is deployment-ready across channels.
See every HCP as a complete picture, not fragments scattered across systems.
Build a living record of every touchpoint. Know where each HCP is in their journey.
Understand their world. Target based on specialty, practice, and patient mix.
Invest where it counts. Quantify the value of every HCP relationship.
Let behaviour speak. Segment HCPs by what they do, not just who they are.
Understand what they believe. Attitudes predict behaviour better than demographics.
Orchestrate every touchpoint. Track what happens, measure what matters, optimise what works.
Speak the same language across teams. One taxonomy for all your channels.
Know who's doing what, where, with which systems, and at what cost.
Compare costs across channels, finally, an apples-to-apples view of efficiency.
Normalise the chaos. Compare email opens to rep visits to congress interactions, on the same scale.
Not all engagement is equal. A 2-second glance isn't the same as a 10-minute deep dive.
Prove what works. Measure ROI across content, channels, and customers, then invest accordingly.
Which content actually drives results? Stop guessing, start knowing.
Which channels deliver? Which combinations multiply impact? Finally, real answers.
Which HCPs are worth the investment? Segment ROI by attitude, behaviour, and value.
Look forward, not just back. Model what-ifs and optimise before you spend.
Why Work With Us?
The Expertise
We know the industry from inside and out, with a combined 15 years working in pharma.
The Approach
We deliver working systems, not 200-page decks.
The Pace
We prioritise manageable change over disruptive overhauls.
Book a discovery call and we'll map where your data stands across content, customer, channel, and impact, and where the value is waiting to be unlocked.
Book a Discovery Call