AI Agents and Revenue Operations for Healthcare & Life Sciences
Better Intel. More Pipeline. Zero New Headcount.
Built by HCLS operators with deep domain expertise spanning IC to VP across sales, marketing, and customer success – we’ve lived the problems these agents and services solve.
From Signal to Meeting
Your Autonomous Intelligence Pipeline.
Five AI-powered stages. Aligned to your ICP and playbooks. Tuned by 50+ years of HCLS operator judgement. Sharpens through recursive self-improvement.
Intel Cards
Intelligence Your Team Can Act on Today.
Delivered in a tabbed monthly report. Summary, Territory, Leadership, and Deep Dive views with signal narratives, verified contacts, entry angles, and warm introduction paths in each Intel Card.
One tabbed report surfaces every signal across your territories in priority order. Filterable by signal type, account, or rep — so leadership and reps start from the same page.
Each rep opens their territory tab and sees expansion signals, net-new prospects, and HCP/KOL targets — each with named contacts and a specific entry angle.
Genentech / Roche
Lead with the warm intro: “James, [West Coast Rep] suggested I reach out—your SF team already runs [product] in discovery, and with Oceanside and Cambridge staffing up analytical leads, it might be worth a conversation before PEGS about extending across the new sites.”
West: Oceanside, CA – new biologics manufacturing, breaking ground 2026
East: Cambridge, MA – new clinical biotech hub, hiring analytical leads
Midwest: Vacaville, CA – fill/finish expansion, 2 open LC-MS roles
Global: Basel, Switzerland – Roche parent, central procurement
Crescent Biopharma
Lead through the chain: “Rachel, [CMC Advisor] mentioned you’re building out analytical infrastructure for the ADC program. As you evaluate vendors ahead of AACR, happy to share how similar-stage biotechs have approached it.”
AACR 2026: Presenting preclinical ADC data (April)
Vendor evaluation: Active through Q2 2026, no incumbent
Analytical Scientist, CMC — Waltham, MA · Posted 3 weeks ago
Associate Scientist, Bioanalytical — Waltham, MA · Posted 1 month ago
Dr. Sarah Chen, MD, PhD
Lead with the research: “Sarah, your JCO paper on companion diagnostic sensitivity for ADC patient selection was excellent. You flagged the exact limitation we’ve helped 3 oncology teams solve this year. I see you’re presenting at ASCO in May—would love to connect beforehand.”
Persona-mapped dossiers on priority accounts, competitive landscape, named stakeholders, and specific hooks for each.
Full Account Dossier: Regeneron Pharmaceuticals
- Antibody Discovery: VelociSuite platform scaling for 18 new Phase 3 programs, 50+ scientists hiring, $1.8B Tarrytown campus expansion (8 new buildings, 900K sqft)
- Clinical Pipeline: Lynozyfic approved (myeloma launch active), Odronextamab EU-approved (2nd US CRL, mfg issues), Fianlimab Phase 3 data expected 2026, Dupixent $4.9B Q4 (32% growth, peak >$20B/yr), 35K target enrollment
- Manufacturing Expansion: $2B Saratoga Springs greenfield (1,000 jobs, no incumbents), Rensselaer fill/finish scaling, $3B+ FUJIFILM Holly Springs partnership, Limerick EU hub (1,400 staff)
- Strategic Moves: New EVP CDO/CTO for enterprise digital transformation (joined 2026), $275M Tessera gene editing partnership ($150M upfront), Cell Medicines R&D in Cambridge + Seattle (~150 staff from 2seventy bio acquisition)
| Site | Investment | Focus | Status |
|---|---|---|---|
| Tarrytown, NY | $1.8B | Campus expansion, 8 new buildings, 900K sqft | Active (184+ open roles) |
| Sleepy Hollow, NY | Acquired | Separate ~383K sqft campus (former NY Life), R&D overflow | Operational |
| Saratoga Springs, NY | $2B | Biologics + infectious disease mfg | Construction Q1 2026 (no incumbents) |
| Rensselaer, NY | Existing | Fill/finish: Dupixent, Libtayo + new launches | Scaling (35+ open roles) |
| Limerick, Ireland | $1B+ | Bulk biologics API, global supply | Expanding (1,400 staff) |
| Holly Springs, NC | $3B+ | FUJIFILM partnership, modular mfg | Coming online 2025-2026 |
| Seattle, WA | Acquired | Cell Medicines ops (~150 staff, ex-2seventy bio) | Active (cell therapy R&D) |
Decision Makers
Budget authority across Rensselaer fill/finish, FUJIFILM Holly Springs partnership, and Saratoga Springs greenfield expansion.
Angle: Multi-site manufacturing scale-up – new launch capacity + $2B greenfield build
Enterprise-wide AI/ML and lab informatics modernization mandate. Joined 2026.
Angle: Greenfield digital infrastructure – vendor selection window open now
Technical Influencers
Leads large-scale research collaborations at the Regeneron Genetics Center. Connected to discovery platform scaling.
Angle: Genomics infrastructure and sequencing platform needs across all therapeutic areas
Heads biomarker expansion across 30+ clinical candidates. Companion dx pipeline for bispecific launches.
Angle: Assay platforms, companion dx, NGS for triple bispecific launch
Entry Points
| Franchise | Regeneron | Key Competitors | Market Signal |
|---|---|---|---|
| Myeloma (BCMA) | Lynozyfic (approved) | J&J Tecvayli, Pfizer Elrexfio | Regeneron claims best efficacy |
| Lymphoma (CD20) | Odronextamab (EU-approved as Ordspono) | Roche Columvi, AbbVie Epkinly | 2nd US CRL (mfg) – competitors already launched |
| Melanoma (LAG-3) | Fianlimab + Libtayo (Phase 3) | BMS Opdualag | Early data suggests superior efficacy |
| Manufacturing | $7B+ expansion across 5 sites | – | No incumbents at greenfield sites |
Conference-matched targets with day-by-day action plans and prioritized booth schedules for your team.
Conference Intelligence — AACR 2026
Sample cards based on real agent deliveries. Names and details are illustrative. Your cards are tailored to your products, territory, CRM, and ICP. Every card cross-references your CRM, external signals, your reps’ network, and your sales playbook. That’s what makes it actionable, not just informational.
Why Now
Commercial Teams Betting on AI Agents Are Pulling Ahead.
BCG reports AI leaders achieve 1.7x the revenue growth of laggards, and the gap is widening quarterly.
Your team is manually tracking signals across dozens of sources
AI agents monitor everything. Overnight.
Regulatory approvals, SEC filings, clinical trials, funding rounds, executive moves, job postings, press releases, product launches, conference announcements, social media, and partnership signals. Filtered to your territory before your first meeting.
Result: 2,400 evidence-matched leads for a single clientSalesforce reports 30% of HCLS sales effort fails to target the intended decision maker or leverage the appropriate messaging
Science-matched targeting changes the math
Prospects matched to their own publications, conference talks, and research grants. Every touchpoint references something real, not a template. Industry average cold email open rate is ~23%. Ours hit 56%.
Result: 56% open rate • 2.4x industry average9% of life sciences execs see real returns on AI. The other 91% are still experimenting. We build the agents that put you in the 9%.
The window for first-mover advantage is now
McKinsey found only 6% of organizations capture real value from AI. The difference isn’t the technology. It’s having operators who know your workflows build the system. We’ve done it 6 times in HCLS and counting.
Result: 43 new opps in 2.5 months from a standing startWhat We Build, and What It Costs
Transparent pricing. Every engagement starts with your team’s actual needs.
Sales Intelligence Agents
What You Get
- Expansion signals in existing accounts + ranked net-new prospects matched to your ICP
- Named decision-makers with LinkedIn, email, entry angles, and CRM status
- Account deep dives: competitive landscape, persona mapping, conference intel, and outreach hooks
- Branded, territory-specific HTML reports – forward to reps or print for team meetings
Why This Isn’t DIY (Your In-House LLMs)
- 25+ live data sources refreshed monthly – government & regulatory APIs, job intelligence platforms, industry news feeds, financial data, and AI-powered deep research – not months-old training data
- Dedicated fact-check pass on every figure, name, and company detail – no hallucinated contacts
- Cumulative memory across reports – each month builds on the last instead of starting from scratch
- Your install base cross-referenced on every run – expansion signals are real customers, net-new prospects aren’t
Managed Intelligence – Standard
- Monthly tabbed report with per-rep territories
- 1 account deep dive per month (you pick)
- Expansion signals + net-new prospects
- Tuned monthly from your feedback – gets smarter over time
Managed Intelligence – Premium
- Everything in Standard
- 3 account deep dives per month (2 additional)
- Monthly strategic review call (30 min)
- LinkedIn network matching (optional) – see which contacts your reps already know
Build + Transfer
- Full agent stack on your infrastructure
- Team training, docs, and IP transfer
- Advisory retainer for ongoing tuning
- You own the agents and data pipeline
Conference Intelligence Agents
What You Get
- AI scrapes every poster abstract, matches against your products and target accounts, and ranks the top conversations your reps should have – organized by day and session
- Named presenters with institution, LinkedIn profile, and a custom outreach hook for each poster
- Competitive intelligence overlay: which competitors are presenting, which of your accounts appear on their posters
- Pre-conference mailer content for marketing: poster-specific outreach copy that drives qualified booth traffic
- Session priorities and talk tracks aligned to your competitive landscape
What This Replaces
- Manual program review (8-15 hours of rep time, finds 5-10 posters, misses the other 20)
- Badge scanning and attendee lists (captures who stopped by, not who should have)
- Generic pre-conference mailers (“Visit us at booth 1234” = noise)
Single Conference
- Full action plan for one conference
- Poster hit list + named contacts
- Competitive intel overlay
- Marketing mailer content
3-Pack
- Everything in Single Conference
- Cover your top 3 conferences this year
- Consistent formatting across events
- Cumulative competitive tracking
5-Pack
- Everything in Single Conference
- Full-year coverage for heavy conference teams
- Priority scheduling during peak season
- Cross-conference trend analysis
Prospecting
- Prospects matched to their own publications, conference talks, grants, and research, so every touchpoint references something real, not a template
- KOL identification, key account mapping, and HCP targeting using NPI databases, SciLeads, and your existing data subscriptions
- Multi-channel campaigns across email, LinkedIn, and phone, built on proven HCLS outreach methodology
- Real-time dashboards for engagement tracking, MQL/SQL routing, and pipeline visibility
- Full infrastructure setup: domain warm-up, deliverability optimization, and sequencing tools so you launch clean
Demand Generation
- Content and messaging strategy designed for technical audiences: application notes, workflow guides, and campaign pages that speak the language of your buyers
- Pre- and post-conference outbound campaigns tied to specific events (AACR, ASHG, SLAS, ASCO, and beyond)
- Google and LinkedIn advertising optimized for scientific search terms and researcher audiences
- SEO and website optimization: landing pages, forms, CTAs, and conversion tracking built for how scientists actually browse
- Marketing automation setup and optimization (HubSpot, Marketo, Pardot): lead scoring, nurture sequences, and MQL routing
- Account-based marketing campaigns targeting named accounts with personalized content
Scoped to your campaigns, channels, and growth targets.
Let’s Scope ItSales Operations
- Full CRM build, migration, and automation: Salesforce, HubSpot, Veeva, or Dynamics
- Forecasting dashboards tied to monthly goals with commit, best case, and pipeline views
- Territory planning, lead scoring, and account segmentation
- Sales process documentation, onboarding playbooks, and rep ramp programs
- CS and renewal dashboards: track customer health, expansion signals, and churn risk
- Reporting and analytics in Power BI, Tableau, or native CRM dashboards
Scoped to your CRM, pipeline, and reporting needs.
Let’s Scope ItClient Results
Outcomes from HCLS commercial teams. From first engagement to measurable impact.
Sales Pipeline from Zero to 43 Opportunities
“Created a significant sales funnel from scratch, in a scalable and trainable way which allowed our team to take over and continue growing it independently.”– Co-Founder & CSO
From No CRM to Full Pipeline Visibility
“Gave us a foundation from which to measure performance, in general and more systematically, which helped us understand foundational dynamics with regard to sales performance, deal velocity, and forecasting.”– SVP & Head of Sales
40% Revenue Growth, 3 Sales Hires Onboarded
“Best in class for our small size company. On scope, on time, on budget.”– VP Commercial
56% Open Rate, 2.4x Industry Average
2,400 validated leads from evidence-matched scientific publications. 5-email sequence ramped to 100 daily sends. 4 order submissions including 1 new customer.– Co-Founder & CEO
6 Campaigns Drove 19.2% of All Website Traffic
6 linked campaign pages driving 3,246 sessions. Top performer: Live Cell Painting (1,252 sessions). CTA pages: Shop (614 sessions), Contact Us (204 sessions).– Head of Marketing
The Team
Operators who’ve carried the bag, managed the territory, and built the systems.

Trey Knollman
18 years inside HCLS companies spanning bench to boardroom. Scientist at Thermo Fisher, then commercial leader through three acquisitions (Essen BioScience, IntelliCyt, Amplion) and an IPO (IsoPlexis). Built and led teams that hit 147% of quota, drove 40% YOY revenue growth, and took products from zero to market across flow cytometry, single-cell, genomics, and diagnostics.

Sohiel Memarsadeghi
Biomedical engineer with 20 years developing and commercializing analytical technologies in biotech and drug discovery. Built four instrument platforms from concept to market — IncuCyte, FLIPR, IonWorks HT, and NX One — spanning engineering, R&D, and technical sales at Essen BioScience (acquired by Sartorius for $320M).
Frequently Asked Questions
Common questions from HCLS commercial leaders evaluating AI agents and revenue operations.
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