peer-bench-med

SkillMonitoring & ops

Med 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.

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

ParameterDefault ValueRationale
peer_count4-6Comparable-set size standard for comps
peer_logicindication/drug overlap firstMed peers are defined by science, not SIC codes
include_med_metricstruePipeline 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_drugs to 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

  1. get_company_drugs / search_companies — peer discovery by drug/indication overlap.
  2. get_financial_ratios / search_xbrl_facts — financial comparison data.
  3. get_peer_comparison — platform pre-computed peer metrics.
  4. Knowledge layer: search_investment_cases/search_by_analogue for historical peer dynamics.

Methodology

Retrieval Scope

structured_only

Retrieval Strategy

  1. Resolve the target via get_company_profile; pull its drugs (get_company_drugs).
  2. Find peers by indication/therapy overlap + med industry membership (search_companies).
  3. Pull per-peer financials (get_financial_ratios) + valuation context.
  4. Ground with historical cases/analogues via knowledge tools.

Temporal Scope

See frontmatter temporal_scope block.

Tool Allowlist

See frontmatter allowed_tools.

Protocol

  1. Target profile
  2. Science-based peer selection
  3. Med-metric comparison
  4. 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

FailureFallback
get_company_drugs emptyFall back to industry peers via search_companies; annotate
get_peer_comparison emptyBuild comparison manually from get_financial_ratios
Knowledge tools emptyProceed with structured data only

Output File

{ticker}/{YYYY-MM-DD_HHMM}_peer-bench-med_{affix}.md

Output Structure

  1. Executive Summary — relative standing in 2-3 sentences
  2. Peer Selection — peers + selection logic (science overlap)
  3. Comparison Table — med metrics + financials + valuation
  4. Historical Context — cases/analogues with /v/ citations
  5. Risk Assessment — concentration/catalyst risks
  6. Coverage Gaps — missing data flags

Error Handling

ErrorFallback
No indication overlap foundWiden to same-industry peers; flag science-overlap unavailable
Missing financialsMark 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.md
  • contracts/output-frontmatter-schema.md
  • contracts/memory-load.md
  • contracts/snapshot-synthesis.md
  • contracts/preflight.md
  • references/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