Just Ask, and Get
Real Push Performance and Every Doctor's Engagement Profile
Does each LINE push you send actually get opened and read by doctors? Connect your brand LINE Official Account and HCP CRM — with Veeva integration for even richer data — and let Marketing and CRM teams simply ask to see real push performance: reach, opens, clicks, unfollows, audience segments, and drill down to each individual doctor. The same data directly empowers field reps, with no more manual report pulling.
The Marketing and CRM Blind Spot: No Way to Prove Whether Pushes Actually Work
You keep sending educational LINE pushes, but the LINE backend only gives you aggregate reach and read counts — with no link to individual doctors, specialties, or join sources, and no way to prove whether the content translated into real frontline engagement. Every time sales or management asks for data, you or your BI team has to compile it manually after the fact.
Performance Data Stuck at the Aggregate Level
The LINE backend only shows total reach and read counts — there is no link to individual doctors, specialties, or join sources, making it impossible to map results to CRM segments or engagement strategy.
No Way to Prove Content Value
Whether pushed materials were read and whether they translated into frontline rep interactions — that link is broken. Content performance is nearly impossible to quantify or justify to management.
All Reporting Done Manually
Every time sales or management requests data, you or the BI Data Team must compile it after the fact. The turnaround is long, results are not real-time, and daily updates are simply not feasible.
Any New Dimension Means a BI Ticket
"Which campaign brought in the most doctors?" "Which segment has the highest unfollow rate?" — any ad-hoc drill-down means filing a BI request and waiting in queue, missing the window to adjust content and targeting.
With Aiii Connected, Marketing Can Finally Prove Results
Same push campaign, same content — the only difference is whether the system is connected. Especially with the Veeva module, Marketing and CRM teams can see who opened, who clicked, and who unfollowed each push, and trace results all the way to frontline rep interactions — a link that was nearly impossible to obtain before.
Performance Data Stops at the Aggregate Level
The LINE backend gives total reach and read counts — no link to doctors, specialties, or sources, and no way to prove whether content actually landed.
- Which doctor opened or clicked — impossible to know
- Whether content translated to frontline interactions — not visible
- Sales needs data, but you or BI has to compile it manually — never real-time
- Want to drill into one dimension — file a BI ticket and wait
Performance Visible and Provable
See who opened, who clicked, and who unfollowed each push — individually traceable. Results connect all the way to doctor interactions and frontline follow-through.
- Push performance mapped to individual doctors, specialties, and sources
- Whether content was read and whether it landed — clear at a glance
- Reps query self-service; no more asking you to pull reports
- Use data to decide the next wave of content and resource allocation
Three Steps from Data to Doctor Insights
The MCP Reporting Agent creates a direct channel from LINE OA and CRM to natural language — Marketing sees overall performance while reps drill down to individual doctors, with no additional ETL engineering or BI tool configuration required.
MCP Connects to Your LINE OA and CRM
Via the standard MCP protocol, connect your brand LINE Official Account, HCP CRM, sales system, or any API data source. Push records and audience data become instantly queryable — no data migration or duplication needed.
Each Role Asks in Natural Language
Marketing asks "Which segment had the highest unfollow rate last week?" while a rep asks "What has Doctor A been looking at recently?" — each asks their own questions, and the agent automatically interprets intent, queries records, and surfaces the relevant insights.
Reports and Doctor Profiles Generated Instantly
Second-level response time — generates push performance overviews, audience segment comparisons, unfollow alerts, and individual doctor engagement profiles with material preferences. Results can be exported or read directly, and are fully traceable and auditable.
Try It — Click a Question to Generate a Doctor Profile or Performance Report Instantly
Reps and Marketing each ask what they need — from "a specific doctor's engagement profile" to "push campaign segment performance" — one click generates it in real time. All data shown is fully generalized and contains no real customer or personal information.
Doctors / Facilities
Content Viewed / Not Viewed
Top 3 Materials Used
Rep Invitation → Click
| Push Topic | Date | Reach | View Rate | Click Rate | Unfollow Rate | Result |
|---|---|---|---|---|---|---|
| Topic A — Registration | 04/27 | 11,666 | 86% | 24% | 0.4% | High |
| Topic B — Guide | 05/12 | 6,604 | 83% | 18% | 0.5% | High |
| Topic C — Seminar | 05/30 | 4,210 | 79% | 12% | 0.7% | Medium |
| Topic D — Survey | 06/05 | 3,128 | 71% | 9% | 1.4% | Low |
Internal Reps
External HCP
| Push Topic | Date | Unfollow Rate | View Rate | Recommended Action |
|---|---|---|---|---|
| Topic D — Survey | 06/05 | 1.4% | 71% | Review copy / reduce frequency |
| Topic F — Promotion | 05/22 | 1.2% | 68% | Narrow the send list |
| Topic C — Seminar | 05/30 | 0.7% | 79% | Adjust send time |
| Topic G — Notification | 06/02 | 0.6% | 74% | Monitor next push trend |
One Data Set, Serving Both Marketing and Field Sales
Marketing needs the full-picture view to find top-performing campaigns; field reps (MR) need to know "what can I talk to this doctor about right now?" Same interaction data — each side asks what they need and gets exactly that.
See the Full Picture and Find Top Campaigns
How well are pushes performing, which doctor group responds best, which campaign drove the most new follows — just ask and get the answer, no more BI tickets or waiting for reports.
- Reach, view rate, click rate, and unfollow rate overview for every push
- Audience segment comparison: Internal Reps vs External HCP
- Follow and engagement attribution by campaign source or QR code
- Unfollow and low-view-rate alerts to adjust copy and frequency promptly
Walk In with the Right Conversation Starter
Every rep cares about a different angle. Self-service, just ask — pull this doctor's engagement profile instantly, identify the right talking points, then head out for the visit.
- Individual doctor: follow status, join source, and engagement profile
- Content they viewed vs. missed — gaps visible at a glance
- Top 3 materials used — bring the right materials next visit
- Whether your own invitation was clicked — no follow-up left in the dark
One Agent, Drill from Push Performance Down to Every Doctor
Not just aggregate numbers — drill down to the facility level and to individual doctor engagement profiles. Both Marketing and field reps ask in natural language, with no BI tools or custom query interfaces to build.
Individual Doctor Engagement Profiles
Drill from aggregate push data all the way down to "which facility, which doctor" — scattered interactions consolidated into a single doctor profile that reps can instantly act on.
Content Interaction and Material Preferences
See exactly which content each doctor viewed or missed and which materials they access most (Top 3) — fill content gaps and bring the right materials on the next visit.
Follow Status and Join Source
Has the doctor followed the official account? Which rep's invitation, which campaign, or which QR code brought them in? Clear attribution for both Marketing and sales.
Invite → Click → Follow Funnel
Track whether the rep invited, whether the doctor clicked, and whether they ultimately followed. Full funnel transparency — no follow-through left to chance, with performance attributable to each individual.
Push Performance Tracking (Reach / View / Click / Unfollow)
Automatically aggregates reach, view rate, click rate, and unfollow rate for every push — with audience segment comparison (Internal Reps vs External HCP) and unfollow rate alerts built in.
Real-Time Natural Language Queries · Role-Based Security
Self-service conversational queries with second-level response — no SQL required. Role-based access control ensures reps see only their own doctors, with a full audit log for every query.
MCP Engine — Bidirectional Integration with Every Module
The Reporting Agent is not an island. Through the MCP Engine, it connects reports and insights into Aiii's existing solutions — and in turn, data generated by those modules flows back into MCP. Bidirectional, continuously enriched — not a one-way data dump into another system.
Veeva & IQVIA Integration Module ↔ MCP
Feed Veeva visit, push, and HCP interaction data into the Reporting Agent — reps see "what was sent recently, whether this doctor opened it, whether they clicked" all in one view.
AI Patient-Education Material Search ↔ MCP
Which materials doctors searched for or viewed flows back into MCP, automatically consolidated into a "material preference" profile that is pushed back to reps as the basis for the next visit.
Sales Chat ↔ MCP
Conversation, invitation, and click data flows bidirectionally — completing every stage of the Invite → Click → Follow funnel so every follow-up has a data foundation.
Dr.Desk Appointment Agent ↔ MCP
Visit and appointment behaviors flow back into MCP, connecting the full doctor journey from push, to engagement, to actual clinic visit.
Enterprise Data Lake ↔ MCP
Cross-system data converges in the Data Lake and becomes the foundation for broader MCP analysis and attribution — insights that extend well beyond any single channel.
Bidirectional, Not One-Way Export
Data from other solutions flows into MCP, and MCP insights push back to each module. Every additional module connected makes the entire stack more complete and more real-time — your existing modules all become stronger, not a new system to buy.
Primary Use Case: Pharma Marketing x Field Reps x Doctors
Built around pharma Marketing, field reps (MR), and doctor relationship management as the core use case — the same architecture also applies to any other industry operating with a LINE Official Account and CRM.
HCP Engagement: From Push Performance to Pre-Visit Doctor Prep
- Marketing: view reach, view rate, click rate, and unfollow rate for every educational push — compare Internal Reps vs External HCP segments
- Field reps: one query pre-visit pulls the doctor's engagement profile — follow status, join source, content viewed vs. missed
- Top 3 material preferences guide the next visit; fill in key content the doctor has not yet opened
- Invite → Click → Follow funnel fully transparent at every stage, with rep-level accountability
- Identify high-performing topics and high-response facilities to guide the next push wave and resource allocation
The Same Architecture Applies
- Retail / Brand: member LINE push performance and audience segment interaction analysis
- B2B: LINE notification open and click tracking for enterprise clients and distributors
- Any scenario with a LINE Official Account and CRM — rapid deployment using the same agent
FAQ
Let Us Show You in 30 Minutes
Bring your real HCP engagement scenario. In a 30-minute demo, see exactly how Marketing and field reps can simply ask to get every doctor's engagement profile — instantly.
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