peer-bench-med
SkillMonitoring & opsMed peer benchmarking: select actual biotech/pharma peers via the med universe (drug/indication overlap where possible) and compare med-relevant metrics — pipeline depth, catalyst density, cash position, margins, valuation multiples.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the peer-bench-med skill
What this skill tells your AI
The instructions your AI receives, as published by agentii-ai/agentii-investment-intelligence in plugins/vertical-plugins/bio-pharm/skills/agentii/peer-bench-med/SKILL.md and read by ahel’s review.
Methodology inspired by publicly taught peer-comparison frameworks; all text is an original paraphrase.
Defaults
| Parameter | Default Value | Rationale |
|---|---|---|
| peer_count | 4-6 | Comparable-set size standard for comps |
| peer_logic | indication/drug overlap first | Med peers are defined by science, not SIC codes |
| include_med_metrics | true | Pipeline depth, catalyst density, cash runway |
Preflight
Run canonical pre-flight per contracts/preflight.md. Propagate X-Agentii-Trace per contracts/x-agentii-trace-header.md.
Triggers
- "Who are the closest peers to [biotech ticker]?"
- "Benchmark [ticker] against its biotech comp set."
- "How does [ticker]'s valuation compare to peers?"
- "Which names compete with [ticker]'s pipeline?"
- "Build a peer table with pipeline depth and cash."
- "Is [ticker] expensive relative to its med peers?"
- "Compare margins across the pharma peer group."
- "What are the catalyst-dense names in this peer set?"
- "Peer analysis for [ticker] with indication overlap."
- "Which peers have the strongest balance sheets?"
Production Grounding
- Med peers are science-defined: use
get_company_drugsto find indication/therapy overlap before financial comparison. - Med-relevant metrics: pipeline assets by phase, catalyst density (PDUFA/AdCom/trial readouts), cash runway (quarters), R&D productivity; generic margins only as secondary.
- Grounding frameworks:
references/knowledge-frameworks.md(道/法 review knowledge + valuation lenses).
Data Source Priority
get_company_drugs/search_companies— peer discovery by drug/indication overlap.get_financial_ratios/search_xbrl_facts— financial comparison data.get_peer_comparison— platform pre-computed peer metrics.- Knowledge layer:
search_investment_cases/search_by_analoguefor historical peer dynamics.
Methodology
Retrieval Scope
structured_only
Retrieval Strategy
- Resolve the target via
get_company_profile; pull its drugs (get_company_drugs). - Find peers by indication/therapy overlap + med industry membership (
search_companies). - Pull per-peer financials (
get_financial_ratios) + valuation context. - Ground with historical cases/analogues via knowledge tools.
Temporal Scope
See frontmatter temporal_scope block.
Tool Allowlist
See frontmatter allowed_tools.
Protocol
- Target profile
- Science-based peer selection
- Med-metric comparison
- Valuation & risk synthesis
Modes
- Science-based (default): indication/drug-overlap peers.
- Financial: margin/valuation peers within the same industry.
- Catalyst: peers ranked by upcoming FDA events.
Tool Fallbacks
| Failure | Fallback |
|---|---|
| get_company_drugs empty | Fall back to industry peers via search_companies; annotate |
| get_peer_comparison empty | Build comparison manually from get_financial_ratios |
| Knowledge tools empty | Proceed with structured data only |
Output File
{ticker}/{YYYY-MM-DD_HHMM}_peer-bench-med_{affix}.md
Output Structure
- Executive Summary — relative standing in 2-3 sentences
- Peer Selection — peers + selection logic (science overlap)
- Comparison Table — med metrics + financials + valuation
- Historical Context — cases/analogues with /v/ citations
- Risk Assessment — concentration/catalyst risks
- Coverage Gaps — missing data flags
Error Handling
| Error | Fallback |
|---|---|
| No indication overlap found | Widen to same-industry peers; flag science-overlap unavailable |
| Missing financials | Mark N/A in table; do not fabricate |
Memory Load
See contracts/memory-load.md.
Snapshot
See contracts/snapshot-synthesis.md.
Final Summary (TUI)
Include ### Key Citations block with 0-10 clickable /v/ URLs.
References
contracts/citation-and-memory.mdcontracts/output-frontmatter-schema.mdcontracts/memory-load.mdcontracts/snapshot-synthesis.mdcontracts/preflight.mdreferences/knowledge-frameworks.md
Signals
- GitHub stars
- 204
- Forks
- 16
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
peer-bench-med- Source
- github.com/agentii-ai/agentii-investment-intelligence