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TikaMSL + TikaDiscover

DATA INTELLIGENCE, INTEGRATION & AI

YOUR TEAM’S OUTCOMES Follow-through rate 80% Insight-to-action 64% KOLs advanced a stage +23 Captured by TikaMSL, interaction by interaction EXTERNAL INTELLIGENCE 215Mpublications · daily 500K+clinical trials · weekly 350Mpatient claims · monthly 95M+Open Payments records 22 sources via TikaDiscover + DocNexus ONE LIVING KOL PICTURE Score 92 Tier 1 · Global KOL · Stage: Collaborate Recalculated as new data arrives 7 dimensions No snapshots

Outcome-driven engagement meets external intelligence.

Two halves of the picture. One living view of every KOL.

TikaMSL doesn’t just capture activity — it captures outcomes. The framework is built around moving KOLs along a development continuum, not counting vanity KPIs. Marry that outcome-driven engagement data with TikaDiscover’s external scientific, clinical, and prescribing intelligence, and you get a platform that measures what actually moves the needle.

12M+HCP profiles
refreshed daily
22External data
sources
7Weighted scoring
dimensions

TRUSTED BY LEADING LIFE SCIENCES ORGANIZATIONS

THE CORE PRINCIPLE

Two halves. One complete picture.

Most CRMs track either your team’s activity or external HCP data — and most measure the wrong things. Tika brings both halves together, and measures what actually matters.

AI-powered KOL ranking is informed by both external stature (publications, trials, payments) and internal engagement outcomes (KOL stage progression, interaction quality, insight-to-action rates). The platform doesn’t ask “how many calls did you make?” — it asks “how many KOLs did you advance, and what did those engagements produce?”

HALF ONE · YOUR TEAM Interaction outcomes KOL stage progression Insight-to-action rate KEP, KIQ, event outcomes HALF TWO · THE WORLD Publications & trials Claims, Rx & Open Payments Congress, committees, grants Social, news, podcasts, video = One complete, living KOL picture
QUESTION Find psychiatry speakers in New York, CAR-T LLM Reasoning Live CRM STREAMED ANSWER

OUTCOMES, NOT VANITY KPIS

We don’t count calls. We measure what they produce.

TikaMSL is built on an outcome-based framework. Every interaction, insight, and engagement plan is designed to move a KOL along a development continuum — from Identify to Champion. Every legacy metric on the left has an outcome-driven counterpart on the right.

Legacy CRM metricTika outcome metric
Number of interactions this month→Interaction outcomes & follow-through rate
Total HCPs in territory→KOL stage progression (Identify → Champion)
Number of insights logged→Insight-to-Action % & avg. response time
Events attended→Conference KPIs & post-event intelligence
Emails sent→Sentiment analysis & strategic theme tracking
Speaker events booked→FMV compliance rate & speaker development

External scientific intelligence

  • 215M scientific publications (daily)
  • 500K+ clinical trials (weekly)
  • 350M patient claims & Rx data (monthly)
  • 95M+ Open Payments records
  • 2M+ NIH grants (weekly)
  • 350K congress contributions (real-time)
  • 25K guideline committee roles (weekly)
  • Social: LinkedIn, X, Reddit, podcasts
  • 30B+ videos, 250M news articles
  • 12M+ HCP profiles (daily)
  • 595K healthcare organizations (daily)
  • 96% email / 85% phone coverage
THE RESULT
Outcome intelligence, not activity logging. AI-powered KOL ranking informed by both external stature and internal engagement outcomes. The platform doesn’t ask “how many calls did you make?” — it asks “how many KOLs did you advance, and what did those engagements produce?”

WHAT TIKAMSL CAPTURES

Outcome-based engagement generated by your team.

TikaMSL’s outcome-based framework ensures every touchpoint captures not just what happened, but what it produced. Every interaction, insight, and engagement plan is structured around advancing KOLs along a development continuum — turning field activity into measurable impact.

THE OUTCOME FRAMEWORK · RULES-BASED STAGE ADVANCEMENT DRIVEN BY INTERACTION OUTCOMES1IdentifyDiscover high-potential KOLs2InitiateFirst scientific exchange3CultivateDeepen engagement4CollaborateActive partnership5ChampionTrusted advocate
OUTCOMES
Interactions & outcomes

Every interaction captures structured discussion outcomes — not just “visit completed.” Outcomes feed KOL continuum advancement, KEP execution tracking, and engagement quality metrics.

INSIGHTS
Insights & insight-to-action

Field intelligence with follow-up tracking. We measure insight-to-action conversion rate and average response time — not just “insights logged.”

CONTINUUM
KOL development continuum

Identify → Initiate → Cultivate → Collaborate → Champion. Rules-based stage advancement driven by interaction outcomes — not subjective tagging. The continuum is the outcome framework.

KEP
Engagement planning (KEP)

Per-HCP, per-product engagement plans with planned activities and execution tracking bridged to interaction outcomes.

KIQS
KIQs (Key Insight Questions)

Structured survey responses per HCP — configurable questions, tracked by who answered and when, linked to interactions and products.

EVENTS
Speaker Bureau & events

Full event lifecycle — dinner programs, advisory boards, grand rounds. Speaker management, contracts, FMV tracking, honoraria, and compliance.

CONFERENCES
Conference management

Session assignments, MSL coverage, field notes, document uploads, “save as insight” workflow, and AI-generated session summaries.

MED INFO
eMIRFs

Medical information requests with inquiry tracking, response workflow, follow-up attempts, e-signatures, and full audit trail.

ROUTING
Intelligent routing

Map-based visit planning with “Plan My Day” optimization, engagement recency weighting, and calendar integration.

STRATEGIC IMPERATIVES
Field activity tied to organizational priorities

Corporate strategic themes tagged on every interaction — connecting field activity to organizational priorities with rollup reporting. Also captured: advisory boards and dinner programs, speaker development and FMV compliance, conference intelligence and session KPIs, routing and visit planning, content engagement and compliance.

ChatMCPCRMSearchProfileSpeakersSpeakerMeetingsRecordScoreSignalsDeclineCallsInsightsSharedPharma
YOU BRING HCP master lists Territory alignments Engagement history Internal classifications WE BRING · TIKADISCOVER Claims & prescribing Publications, trials, payments Social, network mapping Contact data · powered by DocNexus BOTH · INSIDE TIKAMSL One HCP record Your data stays sovereign. External data enriches — never overwrites.

DATA SOURCING

Your data. Our data. Both.

TikaMSL’s architecture accommodates you bringing your own data or us bringing in the data — or both simultaneously. Your internal data remains sovereign; external data enriches it additively — it never overwrites.

BRING YOUR OWN
You bring your data

Your HCP master lists, territory alignments, engagement history, and internal classifications load into TikaMSL. Clinical trial, publication, and conference data is scraped and brought in to enrich those records.

TIKADISCOVER
We bring the data

TikaDiscover provides the full external enrichment layer — claims, prescribing, social media, network mapping, contact data, and more — all powered by DocNexus, one of the largest life sciences data aggregators globally.

BOTH AT ONCE
Both models run simultaneously on one HCP record. Interaction notes, KOL stages, and insights stay yours; publications, trials, claims, and payments arrive alongside them with source and timestamp attached.

See the same question hit chat and MCP.

Twenty minutes is enough to watch one live tool call, scoped to a territory.

EXTERNAL DATA COVERAGE

22 sources. Continuously refreshed.

Powered by our partnership with DocNexus — one of the largest life sciences data aggregators globally — TikaDiscover delivers intelligence across every dimension of HCP influence.

12M+Global HCPs
215MPublications
500K+Clinical trials
350MPatient claims
95M+Open Payments
595KHealthcare orgs
30B+Videos indexed
96%Email coverage

TIKADISCOVER DATA COVERAGE

Complete source matrix & refresh cadences.

Every data source has a defined refresh cadence — from real-time event streams to daily, weekly, and monthly batch pipelines. No annual snapshots.

Data sourceDescriptionCoverageRefresh
DocNexus claimsMedical procedures, pharmacy claims, referrals, payer mix, Rx, Dx350M patientsMonthly
HCP identifiersNPI, DocNexus IDs12M+Daily
PublicationsPeer-reviewed articles and preprints215MDaily
Clinical trialsClinical trial investigators500K+Weekly
Sunshine Act / CMSIndustry payments for HCPs and HCOs95M+Annually
US grant dataNIH grant data2M+Weekly
Blogs & boardsMedical blogs and professional boards750KDaily
CongressesCongress contributions350KReal-time
Guideline committeesInstitutions (e.g., NCCN), committees, roles25KWeekly
Life science orgsLife science companies3KMonthly
Healthcare orgsHospitals, health systems, private practices595KDaily
LinkedInProfile URLs / handles500K+Real-time
NewsGoogle News, NY Times, aggregators250MReal-time
Patient advocacyPatient advocacy groups19.5KReal-time
HCP imagesHCP profile images3.4MReal-time
RedditScientific / medical posts and mentions4M+Real-time
PodcastsHCP podcasts and episodes3.5M / 205M ep.Real-time
Twitter / XTweets, retweets, mentions400M+Real-time
VideosYouTube and video platforms30B+Real-time
WikipediaWikipedia articles300M+Real-time
EmailHCP email addresses96% coverageWeekly
PhoneHCP contact numbers85% coverageWeekly

INTEGRATION ARCHITECTURE

How it all comes together.

A layered architecture combining DocNexus aggregation with direct scraping, feeding into a unified CRM that preserves your data sovereignty alongside external enrichment.

LAYER 1
Public data sources
PubMed · ClinicalTrials.gov · CMS Open Payments · NIH · NPI · LinkedIn · Twitter/X · YouTube · Reddit · Google News · Podcasts · Conference programs
LAYER 2A
DocNexus platform
Aggregation · NLP · Entity resolution · Claims · Scoring
LAYER 2B
Direct scraping & APIs
Clinical trials, publications, and conference data scraped into TikaMSL directly
LAYER 3
TikaDiscover integration layer
API gateway · Batch ETL pipelines · Real-time event streams
LAYER 4
TikaMSL — unified CRM data store
InternalInteractions · Insights · KOL continuum · KEP · KIQs · Events · Conferences · eMIRFs · Strategic imperatives
ExternalHCP profiles · KOL scores · Publications · Trials · Claims · Social · Contact data
Customer’s ownTerritory alignments · Internal classifications · Master HCP lists
PRINCIPLE 1
Incremental, not full-reload

Updates are delta-based — only new or changed records are processed, ensuring data freshness without re-processing millions of unchanged records.

PRINCIPLE 2
NPI-anchored entity resolution

DocNexus resolves entities across sources so publications, trials, payments, and claims all link to the correct HCP — even when names or affiliations vary.

PRINCIPLE 3
Full audit trail

Every data update is version-tracked with provenance metadata — source, ingestion timestamp, transformation applied. Any data point is traceable to its origin.

PRINCIPLE 4
Additive enrichment, never overwrite

External data enriches the CRM — it never overwrites your team’s engagement data. Interaction notes, KOL stages, and insights remain sovereign.

AI & KOL INTELLIGENCE

Multi-dimensional KOL ranking.

Every HCP is scored across seven weighted dimensions, continuously recalculated as new data arrives. Rankings are living scores that reflect current influence — not annual snapshots.

EXAMPLE HCP · NORMALIZED 0–100 PER DIMENSION, RELATIVE TO SPECIALTY PEERSPublication impact88Clinical trial activity76Conference presence81Industry relationships64Treatment volume58Organizational leadership72Digital influence45COMPOSITE SCORE79Tier 2 · National KOLWeights are yours to set
DIMENSION 1
Publication impact

Volume, recency, citation count, H-Index, journal tier, first/last authorship

DIMENSION 2
Clinical trial activity

Number of trials, role (PI vs. sub-investigator), phase, therapeutic relevance

DIMENSION 3
Conference presence

Speaking invitations, session chairing, panel participation at major congresses

DIMENSION 4
Industry relationships

Payment history, advisory board participation, consulting engagements

DIMENSION 5
Treatment volume

Prescribing patterns, patient volume, diagnostic breadth from claims data

DIMENSION 6
Organizational leadership

Academic appointments, society leadership, guideline committee memberships

DIMENSION 7
Digital influence

Social media activity, online medical education, podcast appearances

How scoring works

Each HCP receives a normalized score (0–100) per dimension, relative to peers in the same specialty and therapeutic area. Scores are filtered by therapeutic area relevance. Dimension scores are combined via configurable weighted aggregation — you set the weights to match your strategic priorities. Temporal decay ensures recent activity weighs more than older work.

FOUR-TIER CLASSIFICATION

From global KOL to community HCP.

1
Global KOL

Top-journal publishers. Major trial PIs. International conference speakers. Organizational leadership.

2
National KOL

Strong research portfolio. Cutting-edge treatments. Trial involvement. Regional/national leaders.

3
Diagnostic / Treater

High clinical volume. Extensive treatment expertise. May not publish. Strong practical authority.

4
Community HCP

Primarily patient-facing. Specialists or primary care. The largest segment.

CUSTOMIZATION LEVERS
  • Therapeutic area filters — focus scoring on your specific conditions of interest
  • Dimension weights — emphasize what matters most to your strategy
  • Tier thresholds — adjust score cutoffs for tier boundaries
  • Custom tags — overlay your own classifications on top of algorithmic tiers

KNOWLEDGE GRAPH

Network mapping: not just who the KOLs are, but how they’re connected.

Authors Trials Topics Firms Dr. Patel Global KOL
PUBLICATIONS
Co-authorship networks

Who publishes together — reveals research collaborations and mentorship.

TRIALS
Clinical trial connections

HCPs working on the same trials — shared therapeutic focus.

CONCEPTS
Medical concept mapping

Shared expertise and topic overlap across conditions and treatments.

INDUSTRY
Life science firm connections

Advisory relationships and consulting ties with industry partners.

AGENTIC AI

An AI that acts, not just answers.

The embedded AI assistant uses LLM function calling — not a chatbot on stale data. It queries live CRM services, respects territory permissions, and streams grounded answers in real time.

GROUNDED
Function calling on live data

The LLM calls the same service layer your REST API uses. No stale index. Always current.

PERMISSIONED
Territory-scoped security

All AI queries respect user territory assignments and role-based access controls.

YOUR CHOICE
Configurable LLM provider

Supports OpenAI GPT-4o and Anthropic Claude, switchable per deployment.

ANALYSIS
Insight analysis (RAG)

AI analyzes your field insight corpus — surfaces themes, sentiment, and strategic patterns.

GOVERNANCE & SECURITY

Data you can trust.

Enterprise-grade data governance, identity resolution, and security controls built into the platform from day one.

DATA GOVERNANCE
  • Identity resolution. NPI-anchored entity resolution via DocNexus. Cross-source matching ensures publications, trials, payments, and claims map to the correct HCP.
  • Data lineage. Every enrichment carries source attribution and ingestion timestamp. Traceable from display back to origin.
  • Customer data sovereignty. External data enriches — never overwrites — your team’s data. Engagement activity, notes, and KOL stages are always sovereign.
  • Data change management. Master data changes (name corrections, affiliation updates, merges) are handled with full audit trails.
SECURITY & COMPLIANCE
  • Access control. Role-based authorization (RBAC) with territory-scoped data access. Users see only their assigned HCPs.
  • Authentication. SSO / SAML integration with JWT-based session management.
  • Encryption. TLS 1.2+ in transit. AES-256 at rest. Enterprise-grade key management.
  • Infrastructure. Cloud-native microservices. SOC 2 ready. HIPAA-aligned controls. Full audit trails.
  • AI guardrails. LLM responses grounded in live CRM data. Territory and role restrictions apply to AI queries identically.
  • MCP protocol. Open AI integration standard — your internal AI tools can connect to Tika without custom integration.

Ready to see both halves of the picture?

Schedule a walkthrough and see how TikaMSL’s outcome data and TikaDiscover’s external intelligence combine into one living KOL view for your Medical Affairs team.