market-share-tracking

SkillDev tools

Weekly product-level commercial tracking, TRx/NRx with current/4-wk/12-wk share and YoY, launch curves overlaid with same-class analogs plus a consensus-implied trajectory, LOE/biosimilar erosion series, GTN/net-price stress brackets, and per-row data-caveat discipline. Use to track any launched drug, biologic, device, or vaccine against its class and consensus.

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 market-share-tracking 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/market-share-tracking/SKILL.md and read by ahel’s review.

Methodology inspired by publicly taught commercial-tracking approaches; all text is an original paraphrase.

Defaults

ParameterDefault ValueRationale
windowscurrent / 4-wk / 12-wkThree-window share + growth lattice
growth_metricTRx YoYWeekly, 4-wk, and 12-wk YoY alongside share
analog_count2≥2 named same-class analogs on the launch board
consensus_sourcecompany-levelProduct consensus via segment-share math [DEDUCTED]
caveatsper-rowA number without a caveat annotation is a defect

Preflight

Run canonical pre-flight per contracts/preflight.md. Propagate X-Agentii-Trace per contracts/x-agentii-trace-header.md. Confirm ticker resolution via search_companies before commercial-track queries.

Triggers

  • "Is [product] tracking above or below consensus?"
  • "How is the [product] launch trending?"
  • "Build the launch board for [product] with class analogs."
  • "What is the consensus-implied trajectory for [product]?"
  • "Show [product]'s TRx share and YoY for the last 12 weeks."
  • "How fast is [biosimilar] eroding [branded product]?"
  • "Stress-test [product]'s net price and GTN."
  • "What are the caveats on [product]'s scripts?"
  • "Track installed base and utilization for [device]."
  • "How is ACIP-cohort uptake tracking for [vaccine]?"

Production Grounding

  • Three-window lattice: current / 4-wk / 12-wk share and YoY; previous values shown next to new values.
  • Launch boards: actuals vs ≥2 named same-class analogs + consensus-implied trajectory (consensus sales ÷ net price ÷ script duration → required TRx → linear path); assumptions stated.
  • LOE erosion: entrant share vs branded YoY decay with approval/launch dates.
  • GTN/net-price stress: GTN brackets (50→80% flex), $/Rx = quarterly sales ÷ scripts, channel mix; half-of-sales-minus-volume net price is a stated judgment [VIEW].
  • Modality vocabularies: scripts/share/erosion (drugs & biologics); installed base, placements/procedures, utilization, ASP (devices); doses/serials, procurement, ACIP-cohort uptake (vaccines); never a script number for a device or vaccine.
  • Per-row caveats: restricted scripts, rounding, indication-mixed, IV invisibility, holiday weeks — every row carries its caveat or coverage_gap.
  • Badges: [FACT]/[DEDUCTED]/[VIEW] with the summary table.

Data Source Priority

  1. search_commercial_track — weekly track rows with stored previous values.
  2. Company-reported product sales: 10-K/Q XBRL (get_statement) and MD&A (search_documents).
  3. Transcript commentary on scripts/share/persistence via search_documents.
  4. Payer coverage/PA announcements and openFDA label events via search_documents + list_sources.
  5. Consensus: search_earnings_calendar company-level only; licensed Rx panels never assumed.

Methodology

Retrieval Scope

unstructured_document_search

Retrieval Strategy

  1. Resolve basket tickers via search_companies; map products to companies.
  2. Pull weekly rows via search_commercial_track (previous values stored alongside).
  3. Compute the three-window lattice from stored history; attach per-row caveats.
  4. Build the launch board: ≥2 named analog curves + consensus-implied trajectory arithmetic.
  5. LOE events: pair entrant share with branded YoY decay; date approval/launch.
  6. Stress net price (GTN brackets, $/Rx, channel mix); label derived values [DEDUCTED].
  7. Ground in knowledge (sectors=med); cite /v/ records.

Temporal Scope

See frontmatter temporal_scope block. Rolling windows recompute from stored history; holiday weeks are labeled.

Tool Allowlist

See frontmatter allowed_tools.

Protocol

  1. Ticker + product resolution
  2. Commercial-track pull (stored history)
  3. Three-window lattice computation
  4. Launch-board overlay + implied trajectory
  5. LOE erosion series (when applicable)
  6. GTN/net-price stress + caveat audit

Modes

  • Drug / biologic (default): scripts/share/erosion; LOE/biosimilar series.
  • Device: installed base, placements/procedures, utilization, ASP; no script numbers.
  • Vaccine: doses/serials, procurement, ACIP-cohort uptake; approval ≠ commercial availability.
  • Basket: multi-ticker watchlist with per-name sections.

Tool Fallbacks

FailureFallback
search_commercial_track emptyCompany-reported sales (get_statement/search_documents); annotate coverage_gap
Scripts restricted (IQVIA)State the restriction verbatim; refuse a share number; use company-reported metrics
No product consensusSegment share × company consensus [DEDUCTED]; else coverage_gap with required inputs
No analog seriesNamed-analog list with disclosed sales/scripts; flag degraded
One-quarter issuer / pre-revenuePipeline/cash-runway logic; no share arithmetic

Output File

{ticker}/{YYYY-MM-DD_HHMM}_market-share-tracking_{affix}.md (basket: watchlist/{YYYY-MM-DD_HHMM}_market-share-tracker_{affix}.md)

Output Structure

  1. Executive Summary — actuals vs consensus-implied trajectory, 2-3 sentences
  2. Launch Board — actuals vs ≥2 named analogs + consensus-implied path with stated arithmetic
  3. Share & YoY Lattice — current/4-wk/12-wk share and YoY with previous values
  4. LOE / Erosion Series — entrant share vs branded YoY decay with approval/launch dates
  5. Net-Price & GTN Stress — $/Rx, GTN brackets, channel mix, [DEDUCTED] labels
  6. Caveat Register — per-row annotations + coverage_gap list
  7. Coverage Gaps — missing sources and degraded modes

Error Handling

ErrorFallback
No commercial-track rowsCompany-reported sales only; annotate coverage_gap — never fabricate scripts
Product not in med universeResolve via product/company match; surface the classification gap
Consensus absentcoverage_gap with required inputs (sales, net price, script duration)

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
203
Forks
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Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
market-share-tracking
Source
github.com/agentii-ai/agentii-investment-intelligence