Complex KPI frameworks
Multiple business domains and metric levels make definitions and cross-table checks time-consuming.
AI FOR PROCESS · AI4BI
Bring data analysis
into business
workflows
For pharmaceutical and medical-device businesses, AI4BI connects sales, marketing, procurement, compliance, and other data sources. Teams ask questions in natural language, then bring analysis, review, and recommended actions into day-to-day operations—turning reports into an organizational capability that keeps improving.
INDUSTRY PAIN POINTS
More data, but decision paths remain long
When metric definitions, data sources, and analysis are spread across teams, business questions are harder to turn into timely, reliable action.
Insights depend on manual work
Analysis depends on a few people who know the data and the business, making their expertise difficult to reuse consistently.
Slow decision response
Requests, data extraction, and reporting add steps that slow business response.
Data and action are disconnected
Insights stay outside collaboration workflows, making follow-up difficult to sustain.
AI FOR PROCESS
Turn each query into a continuously improving workflow
AI4BI provides the data and analytics foundation. Business teams and experts validate results, while operational feedback flows back into metrics, templates, and analytical knowledge.
Connect trusted data
Bring internal and external data together, align key metric definitions, and manage access by role and data permission.
Natural-language queries
Ask about sales, targets, year-over-year or period-over-period changes, institutions, and channels.
Explain changes and differences
Generate charts and analytical leads, with drill-downs, filters, attribution, and follow-up questions.
Review and decide next steps
Business owners check definitions and conclusions, then use their operational expertise to determine follow-up.
Build reusable assets
Govern validated definitions, cases, templates, and expert judgment for continuous improvement.
Expertise enters the workflow; business results strengthen the foundation
After review, validation notes, business actions, and new data update knowledge, metric definitions, analysis templates, and agent configurations.
Operational feedback↶Continuous improvement
Move from experience held by individuals to intelligence carried by workflows, making data, knowledge, and process capabilities reusable organizational assets.
SOLUTION CAPABILITIES
Integrated capabilities for business analysis
The capabilities support the full process: start with a business question, analyze and explain the result, collaborate, and bring it into a decision.
Natural-language analytics
Teams can query metrics, compare trends, inspect details, and ask follow-up questions in conversation—making self-service analysis easier.
Sales and targetsPeriod comparisonsDetail
drill-down
Charts and analytical storytelling
Recommend and generate charts from query results to reveal composition, trends, and business differences.
Trend chartsRankingsLinked filters
Attribution and insights
Identify metric changes and contributing factors, then provide leads and recommendations for business teams to validate.
Anomaly detectionContributing
factorsRecommendations
Reports and sharing
Turn Q&A and analysis into structured reports, with export and collaboration options such as PowerPoint.
PowerPoint exportSpreadsheet Q&AShare
results
INDUSTRY SCENARIOS
Bring analytics into pharmaceutical business workflows
Create scenario-based query and analysis templates for everyday questions, so shared data capabilities support the work of different teams.
Sales performance and regional operations
Review regional and product performance, target progress, account coverage, and visits to spot differences and plan follow-up.
Target attainmentAccount
coverageRegional analysis
Procurement visibility and supplier evaluation
Track order volume, progress, and budget use; compare supplier delivery, quality, and reliability.
Order trendsDelivery
performanceSupplier rankings
Expense analysis and compliance checks
Query meeting, marketing expense, and reimbursement data; flag anomalies for review.
Expense analysisAnomaly alertsAudit
trail
Volume-based procurement impact analysis
Analyze procurement impact by province, institution type, and product to identify priority accounts and business changes.
Impact analysisInstitution
tiersRecommendations
Self-service analysis from spreadsheets
Upload a business spreadsheet and ask questions about it for ad hoc tracking, project reviews, and lightweight insights.
Spreadsheet uploadSpreadsheet
Q&AExport results
Cross-device collaboration
Access the analytics assistant on desktop and mobile to query, filter, and drill down—connecting field questions with back-office analysis.
DesktopPhone and tabletData
drill-down
SECURITY & GOVERNANCE
Make insights useful while keeping data governed
Pharmaceutical analytics must balance usability, data security, and compliance. AI4BI supports governed queries through access controls, sensitive-data protection, and audit logs. Specific policies are configured to fit each organization and project.
Grant access by user, role, and data scope to enforce isolation and least-privilege access.
Apply masking rules to control how sensitive information appears in analysis.
Keep login, download, and other activity logs for audits and investigation.
Business and compliance teams review critical interpretations and recommendations against established rules.
Coverage of relevant information in target data to support high-confidence answers.
Accuracy for pharmaceutical-domain questions and specialized scenarios.
End-to-end retrieval and reranking latency at 30 concurrent requests.
Search results and the first response begin within 30 seconds at 30 concurrent requests.
Automate charts, presentations, and analysis reports to reduce manual reporting time.
Second-level Q&A helps frontline teams find data and analyze it independently.
Unify internal and external data sources for standardized management and more effective data flow.
Help business teams get insights and make decisions without relying on IT or data teams.
Support governance with role-based access, auditability, and sensitive-data masking.
Support focused operations across sales, marketing, procurement, compliance, and volume-based procurement.
SOLUTION CONSULTATION
Start an AI4BI conversation and plan the first step in your workflow
Work with our solution team to identify a fit for your data, key business steps, and governance needs. Bring a typical business question, the metrics you track, and the actions you want to connect.
Book an expert consultation
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