Using Model Context Protocol (MCP), we bidirectionally connect HCP CRM, Veeva, IQVIA, brand LINE OA, and all other systems with every Aiii module — data flows in, insights flow back, and every step leaves an audit trail.
Government programs, NVIDIA validation, and ISO certification are company credentials — not client relationships.
It's not about one-way data dumping. MCP Engine uses the Model Context Protocol to enable bidirectional communication between pharma brand systems and every Aiii module — data flows in, AI insights flow back, all auditable throughout.
MCP Engine is the bidirectional nervous system shared by all 11 solutions — every module is both a data source and an insight receiver.
The digital hub for pharma-to-HCP engagement: content, interaction, and compliance in one place
Data Returns / Insights Flow BackBidirectional integration with Veeva / IQVIA — visit and engagement data flows in
Data Returns / Insights Flow BackEnrollment, e-signature, and tracking fully digitized — complete patient journey data flows back
Data Returns / Insights Flow BackFind the right materials with natural language; search behavior insights feed back into content optimization
Data Returns / Insights Flow BackConnected to LINE OA and HCP CRM — one question generates cross-system reports
NEW Data In / Real-Time Insights24h AI call handling with auto-routing — call records integrated into journey analytics
Data Returns / Insights Flow BackAutomates booking, rescheduling, and reminders to reduce missed calls and no-shows
Data Returns / Insights Flow BackPersonalized health tracking and patient education interaction — full behavioral analytics
Data Returns / Insights Flow BackMultichannel conversations via LINE / FB / IG — message data integrated into the analytics foundation
Data Returns / Insights Flow BackCross-system data consolidation — the foundational layer for MCP Engine analytics
Data Foundation / Full ReturnInventory and supply data flows into MCP Engine — ask any question for real-time figures and alerts
Data Returns / Insights Flow BackAiii doesn't just use compute — we turn it into a service: a proprietary compute pool for enterprise-grade LLM inference, private or on-premise deployment, and flexible bulk capacity. Unified memory architecture lets a single node handle massive models; multi-node clustering supports large-scale LLM inference online — no cloud GPU dependency, with compute and data remaining fully within your control.
These aren't roadmap features — they're live, disclosed capabilities of MCP Engine as it runs today.
Taking HCP interaction context and regulatory frameworks as input, generating compliant medical education content and personalized HCP push copy. After approval, published directly to LINE OA or Veeva CLM via MCP Engine — with a full audit trail throughout.
Extends AI Medical Education Content Search (material-gps)Integrating CRM visit records, IQVIA market data, and LINE OA engagement data to predict which physicians to prioritize, which content converts best, and which territory has market share headroom — ensuring field and marketing resources land where they matter.
Extends MCP Report Agent (report-agent)Triggered by HCP interaction events (e.g., completing a patient education read, attending a webinar) or patient behavior milestones (e.g., Day 30 on medication), automatically executes the next step — LINE push, PSP tracking notification, follow-up reminder — all bidirectionally connected via MCP, with no touchpoint missed.
Integrates PSP/PAP Platform + HCP SolutionFrom current-state assessment and integration roadmap planning to go-live acceptance, Aiii provides structured AI adoption consulting to help enterprises actually deploy MCP Engine — not just evaluate it.
Contact a ConsultantBehind MCP Engine lies real-world technical depth and partner validation — not marketing copy on a product page.
A pharma-specific large language model fine-tuned with NVIDIA is what enables MCP Engine to genuinely understand pharmaceutical compliance contexts — not a general model forced to fit. (Compute service details in the section above.)
From BRD to SDD to implementation, the entire delivery cycle is AI-driven. If a tool doesn't exist, we build it. Every integration module iterates rapidly under the same toolchain — new system connection validation completed in weeks.
We don't bet on a single model — selecting freely among frontier models based on the task, assigning each workload to the most suitable model at that moment.
Technology Partners & Certifications
Every data flow in MCP Engine maintains an audit trail, meeting the security and compliance requirements of pharma regulatory environments.
Serving over half of the Top 100 global pharma companies, spanning healthcare, manufacturing, and retail.
Schedule a 30-minute demo and we'll show how to connect your existing LINE OA, CRM, and Veeva into MCP Engine — and make insights genuinely flow back.
