AI-native product knowledge for med-tech and pharma sales teams.

SFEOne gives field sales reps instant access to approved, evidence-based product knowledge — tailored for the conversation they're about to have.

How it works

Deep research

Our research engine crawls your product websites, clinical studies, PDFs, and regulatory documents. It extracts every fact, claim, and data point — then structures them for two audiences: field reps and market access teams.

Dual-tier knowledge

Every fact gets a 30-second rep pitch with key claims, objection handlers, and a call to action — plus a full clinical version with data points and study references for market access and medical affairs.

Intelligent retrieval

When a rep asks a question, we rewrite it from three angles — clinical evidence, product mechanism, and patient outcomes — then search across all of them simultaneously. The result is always the most relevant fact, not just the closest keyword match.

Minutes, not months

Pick your company, select your products, and your AI sales assistant is live. No manual content authoring. No six-month CRM integration projects. Just point it at your website and go.

Built for

Field reps

Quick answers before an HCP meeting. Key claims, competitive positioning, objection handlers — all from approved evidence.

Market access

Full clinical data, study references, cost-effectiveness evidence, and regulatory status — sourced and cited.

Medical affairs

KOL intelligence, event participation tracking, and person-product relationship mapping across your therapeutic area.

Sales leadership

Ensure your team always has the right message. Approved content, consistent claims, no off-label drift.

Technology

Built on Cloudflare's edge network. Vector search via Vectorize. LLM-powered retrieval with multi-angle query rewriting. All data stays in your tenant — no shared models, no data leakage.

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