Life Sciences
Move from expensive static reports to dynamic living insights. Alchemia creates continuously updated intelligence landscapes from fragmented structured and unstructured sources.
The life science intelligence challenge
Healthcare and life sciences organisations drown in data but starve for insights. Critical intelligence is scattered across structured databases, unstructured documents, conference proceedings, social media, regulatory filings, and real-world evidence — all changing constantly.
Static reports in a dynamic world
$50,000 market research reports are outdated the day they're published. FDA approvals, clinical trials, and competitive moves happen daily.
Fragmented unstructured data
Critical insights locked in PDFs, conference presentations, social media, medical publications, and regulatory documents across dozens of sources.
No single view across vectors
A need to understand the landscape by disease area, jurisdiction, competitive positioning, or KOL sentiment — but each requires manual research and synthesis.
Passive CRM limitations
HCP interactions scattered across field sales, medical affairs, conferences, digital channels — no unified profile or engagement history.
The cost of static intelligence
$100K-500K
Annual spend on market research reports per therapeutic area
3-6 months
Time from research to outdated insights
40+
Data sources a typical medical affairs team monitors manually
Core use cases
Living Landscape Intelligence
Replace static market research reports with continuously updated intelligence landscapes that combine structured and unstructured sources, organised by any vector — disease area, jurisdiction, competitive position, or custom dimensions.
The Challenge
A pharmaceutical company needs to understand the evolving competitive landscape in oncology across the US, EU, and Japan. They currently purchase quarterly market research reports ($150K each), manually monitor FDA/EMA/PMDA announcements, track conference presentations, scan social media for patient sentiment, and follow key opinion leader publications. Each report is outdated within weeks, and synthesis across sources is manual.
The Alchemia Solution
Alchemia creates a living knowledge graph that automatically ingests FDA approvals, clinical trial registrations, conference abstracts, publications, social media mentions, and regulatory updates. Entity resolution identifies that 'pembrolizumab', 'Keytruda', and 'MK-3475' all refer to the same drug. GraphRAG enables natural language queries: 'What immunotherapy approvals happened in Europe in the last 60 days?' The landscape updates continuously as new data arrives.
Key Benefits
Real-time landscape updates vs quarterly reports
Automated synthesis across 40+ structured and unstructured sources
Organize by any dimension: disease, jurisdiction, mechanism of action, patient population
Natural language queries replacing manual research
Passive CRM Integration
Healthcare professionals interact across countless touchpoints - conferences, webinars, publications, clinical trials, social media, sales calls. Alchemia passively aggregates all interactions into unified golden profiles without manual data entry.
The Challenge
A pharmaceutical company's medical affairs team needs complete HCP engagement history to identify the right experts for advisory boards. But Dr. Sarah Chen appears in: conference attendee lists (as 'S. Chen MD'), clinical trial investigator databases (as 'Sarah Chen'), publication databases (as 'S.L. Chen'), LinkedIn (as 'Sarah Chen, MD, PhD'), and CRM (manually entered by field teams). No system has a complete view, and 70% of touchpoints never make it into CRM.
The Alchemia Solution
Alchemia's entity resolution identifies that all five references are the same person despite naming variations. The knowledge graph links Dr. Chen to her institutional affiliations, research areas, publications, conference presentations, and trial involvement. Passive data capture from conference registrations, webinar attendance, content downloads, and publication databases automatically enriches her profile. No manual CRM data entry required.
Key Benefits
Unified HCP profiles across all touchpoints
70%+ increase in captured engagement data
Automatic linking to publications, trials, and speaking engagements
Privacy-compliant activity tracking with consent management
Dynamic Industry Research Analytics
Industry research spans clinical trials, medical literature, competitive intelligence, real-world evidence, and regulatory landscapes. Alchemia connects these disparate sources into a queryable knowledge graph that updates continuously.
The Challenge
A biotech company needs to understand the clinical trial landscape for JAK inhibitors in rheumatoid arthritis. Current approach: purchase a market research report, manually search ClinicalTrials.gov monthly, set up PubMed alerts, attend conferences, and synthesize findings in spreadsheets. When a competitor announces Phase 3 results, it takes weeks to assess the impact on their own program.
The Alchemia Solution
Alchemia continuously ingests trial registrations, publications, conference abstracts, and regulatory filings. The knowledge graph understands relationships: trials → drugs → indications → patient populations → investigators → institutions. GraphRAG enables questions like 'Which JAK inhibitor trials in RA have reported data in the last 90 days?' or 'What are the most common adverse events across all JAK inhibitor trials?' Answers update as new data arrives.
Key Benefits
Continuous monitoring replacing periodic manual research
Entity resolution linking drugs, trials, investigators, and institutions
Citation and publication network analysis
Real-time competitive intelligence on trial progress
From static reports to living intelligence
Life science innovation moves too fast for quarterly reports. Alchemia creates continuously updated intelligence landscapes that combine structured and unstructured sources, enabling real-time insights organised by any dimension that matters to your business.
Data sources automatically integrated
Regulatory & Clinical
FDA/EMA/PMDA approvals
Clinical trials registrations
Trial results and updates
Regulatory guidance documents
Safety alerts and recalls
Scientific Literature
Research publications
Conference abstracts
Pre-print servers
Patent filings
Medical journals
Market Intelligence
Social media sentiment
Patient community forums
KOL social media activity
Press releases
Analyst reports
Building a living landscape
From static reports to dynamic intelligence
Traditional market research delivers a snapshot frozen in time. Alchemia creates a continuously updated knowledge graph that combines multiple sources and organises insights by any dimension.
Traditional Approach
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Purchase quarterly market research reports ($100K-500K per year)
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Manual monitoring of FDA, EMA, PMDA announcements
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Analyst teams track conferences and publications
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Spreadsheet synthesis across sources
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Insights outdated within weeks
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Each new question requires new research
The Alchemia Approach
Continuous updates from all sources automatically
Entity resolution links drugs, trials, publications, investigators
Knowledge graph understands relationships between entities
Natural language queries via GraphRAG
Always current — landscape updates as events happen
The Alchemia approach
Accelerated Foundations
Schema fusion harmonises structured databases with unstructured documents. Metadata graphs map relationships between drugs, trials, investigators, and institutions.
Rapid integration of new insights and sources
Automated taxonomy alignment across sources
Self-documenting knowledge graph
Data Harmonisation
Entity resolution links HCPs, institutions, drugs, and trials across naming variations. Golden profiles provide authoritative records with complete context.
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Significantly improve profile completeness and freshness
Continuous learning from data and feedback
Automated linking across sources
Interaction Layer
GraphRAG enables natural language queries across the living landscape. Graph navigation agents finding relationships across relationships.
Ask questions in plain English across all systems
Real-time answers as landcape updates
Connected insights across disease areas, products, and organisations
Business value delivered
85%
Increase in completeness
Increased through passive data integration
Continuous
Landscape intelligence
Realtime updates replacing quarterly reports
60%
Reduction in research spend
Dynamic insights replacing static reports
Hours
Time to competitive insights
Down from weeks of manual research