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Commercial Intelligence Platform
AI agents for commercial teams to launch faster and sell smarter
phData’s Commercial Intelligence Platform delivers intelligent commercial solutions for life sciences teams: eight purpose-built AI agents for pharma commercial, medical affairs, and pharmacovigilance, each targeting a specific, documented workflow bottleneck. Deployable in weeks on your existing infrastructure.
Preferred Partner
7× Partner of the Year
Partner Network
3× Partner of the Year
Elite Partner
The commercial environment has crossed a saturation threshold
Healthcare professional access has dropped to under 3 minutes per visit. Medical science liaison field insights get lost in Veeva free-text. Adverse event signals spread on social media weeks before they reach a safety team. New rep onboarding takes 9 months. Most pharma organizations know exactly where the time and value are leaking. They lack the tools to close the gaps.
of adverse drug reactions go unreported
median new rep time to full productivity
of orgs rate their MSL KPIs as effective
average HCP visit length
Eight intelligent commercial solutions for life sciences teams
8 production-grade AI agents
Forge™ sprint delivery
Forward Deployed Engineering
The Commercial Intelligence Platform is eight purpose-built AI agents for pharma commercial, medical affairs, and pharmacovigilance teams. Each one targets a specific, high-friction point in the workflow: rep readiness, key opinion leader (KOL) engagement, adverse event detection, and scientific exchange. Every agent deploys through phData Forge™ sprints on your existing infrastructure. No re-platforming. Patterns built in one sprint carry into the next, so each additional agent deploys faster than the last.
See all eight AI agents in action
Watch the brief overview to see how each AI agent can power your team with accelerated workflows and measurable business outcomes.
Meet the AI agents
Commercial readiness
Persona Sim Studio
Simulated HCP conversations scored across compliance, clinical fluency, and objection handling. Reps practice 6x more often. Onboarding shortened by up to 42%.
Field enablement
On-Device Call Coach
Runs locally. No transcript, no pharmacovigilance risk. Measures talk: listen ratio, pacing, and question count. Private rep dashboard.
Pharmacovigilance
First Signal
Scans patient conversations across social platforms for adverse event signals before they reach crisis level. 15% earlier detection than FAERS.
Safety & brand
AE Clustering
Groups related adverse event mentions, explains why a signal matters, and routes it to pharmacovigilance, Medical Affairs, or Brand through one triage queue.
Scientific exchange
Auto-Draft Reply Agent
Retrieves approved evidence, assembles a citation-grounded draft for human review. All provenance visible. Promotional Review Committee sign-off is one step.
Medical affairs
MSL Idea Vault
Brings call notes, congress debriefs, and advisory board summaries into a searchable workspace. Ask what the field is hearing and get answers from real interactions.
Field motion
Pre-Call Audio Agent
Assembles HCP context and runs a 3-minute audio objection drill for the commute. No screen required.
KOL engagement
KOL Interest Profiler
Builds an interest fingerprint from a KOL’s papers, talks, and social signals. Surfaces it as opening angles for the medical science liaison.
What changes when these AI agents are in production
Reps onboard in weeks, not months
New hire ramp times shortened by up to 42%. Reps complete practice 6 times more often than with manager-led roleplay. Sales performance improvements of more than 20% documented at scale.
Adverse event signals caught before they go viral
Social media monitoring flags novel adverse events in 40% of studies and identifies signals 15% earlier than FAERS. Safety teams investigate faster and reduce the lag between what patients are saying and what internal teams know.
Medical science liaison impact becomes measurable
Field activity converts into a searchable strategic asset. Medical affairs leaders can answer “What are we hearing from the field?” with evidence, not anecdote.
Scientific exchange clears the compliance bar
Citation-grounded drafts with full provenance. Promotional Review Committee sign-off moves from a multi-day review cycle to a single approval step.
Client success stories in life sciences
phData has delivered 50+ life sciences projects since 2024, working with 3 of the top 25 global biotech firms.
Global Pharmaceutical Leader
1 year
to modern data architecture
Challenge
Veeva QMS had limited reporting options, blocking flexible cross-functional analytics and consistent data governance.
Outcome
phData built a Snowflake-based data platform with Informatica, dbt, and Power BI — delivering a standardized reporting layer with role-based access control and automated data refreshes.
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Fortune 500 BioTech & Pharma
0
UAT issues at go-live
Challenge
Manual demand planning across a global plant network ran entirely in Excel — recursive formulas, error-prone, impossible to scale.
Outcome
phData rebuilt the full planning logic in Snowflake using Stored Procedures, Functions, and Views in 3 months — zero UAT issues, transit time included in calculations.
Read More
Built on deep partner relationships
The Clinical Intelligence Platform uses advanced document intelligence technology and can be deployed within the cloud or data platform environment that best fits your infrastructure, with phData bringing together the right delivery partner, AI model partner, and cloud or data platform ecosystem.
Frequently asked questions about intelligent commercial solutions for life sciences
What is the Commercial Intelligence Platform?
The Commercial Intelligence Platform is phData’s set of eight purpose-built AI agents for pharma commercial, medical affairs, and pharmacovigilance teams. Each AI agent targets a specific, documented workflow bottleneck — from rep readiness simulation and on-device call coaching to adverse event detection and evidence-based scientific exchange. Every agent deploys through phData Forge™ sprints on top of your existing Veeva and Snowflake infrastructure, with no re-platforming required.
Does this replace our existing CRM or data systems?
No. The Commercial Intelligence Platform deploys on top of existing Veeva, Snowflake, or cloud infrastructure. phData’s LSIP provides the connectivity layer so each agent connects to what the organization already has. Existing data investments carry forward. The Forge™ sprint model means you’re adding production-ready AI agents on top of your existing stack, not rebuilding it.
How quickly can we have a tool in production?
Each agent deploys through a phData Forge™ sprint, which ends with a working, validated agent in your environment. The exact timeline depends on your infrastructure and the specific tool. Because patterns from sprint one carry into sprint two, each additional agent deploys faster than the first.
Can we start with one tool rather than the full platform?
Yes. Every AI agent is available as a standalone Forward Deployed Engineering for Life Sciences (FDE-LS) engagement. Most organizations start with one agent in the area of highest immediate ROI — rep readiness, adverse event detection, or MSL insight synthesis — and add agents as each one proves out. phData’s Forge™ delivery model is built for exactly this.
Get started
Ready to close the gaps in your commercial workflow?
phData deploys these tools in your existing environment, on your data, through phData Forge™ sprints that deliver a working tool at the end of every cycle. Pick one tool or start with the full platform.