PharmaDB
Use case · Pricing & Cost Benchmarks · Repricing Alerts v.04.2026 · refreshed weekly
Use cases Pricing & Cost Benchmarks Repricing Alerts
Pricing & Cost Benchmarks Buyer view Molecule · olaparib Data · molecule seasonalityData · molecule API price aggregates Live

Repricing Alerts

Surface molecules with sharp month-on-month trade value spikes. The leading indicator of a price event before it shows up on a monthly aggregate.

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Example output · olaparib monthly trade value · 2024-2025 · spike-vs-baseline detection
$835k Olaparib November 2025 trade value · the most recent in a sustained pattern of episodic MoM spikes since mid-2024
$835k Nov 2025 spike · trade warehouse Indicative

Olaparib has cleared 11 distinct months of 100%+ month-on-month trade value spikes across 2024 and 2025. November 2025 booked $835k, the largest single month in the series. December 2024 was $749k; October 2024 was $694k. The pattern: episodic large clearances against a baseline of $20-50k months. Read this as the API entering a structural repricing window driven by limited supply, intermittent stocking by formulators, and a small active exporter set (5 suppliers in 2024). Each spike is a candidate price event; the brief surfaces the per-shipment value and the exporter count to read whether the spike is volume-driven or price-driven.

  1. 2025-11-30
    $835k spike
    30 shipments cleared in November 2025 · sustained pattern of episodic large clearances since mid-2024
    Olaparib · global
  2. 2025-10-31
    $559k spike
    11 shipments cleared · per-shipment $50.8k implied price · supplier set unchanged
    Olaparib · global
  3. 2025-07-31
    $175k spike
    14 shipments cleared · stocking pattern continues · API supply remains tight
    Olaparib · global
  4. 2025-05-31
    $375k spike
    15 shipments cleared · per-shipment $25k implied · 1,685% MoM
    Olaparib · global
  5. 2025-02-28
    $462k spike
    22 shipments cleared · February typical low-volume month exceeded · early-year stocking
    Olaparib · global
  6. 2024-12-31
    $749k spike
    12 shipments · highest 2024 single-month value · year-end stocking
    Olaparib · global
  7. 2024-10-31
    $694k spike
    11 shipments · per-shipment $63k · highest implied price in the series
    Olaparib · global
  8. 2024-06-30
    $280k spike
    13 shipments · mid-year stocking event · supply chain reading: limited API capacity
    Olaparib · global
100%+ MoM spike months
11
Highest single month
$835k
Active API suppliers
5
Baseline month range
$20-50k
30 seconds

How it works

molecule losartan origin IN destination BR
01

Pick a molecule or scan portfolio.

Single molecule or full active-list sweep. Default window is the trailing 24 months.

0 HHI 0.42 1
computed · pre-joined · anonymised
02

The AI agent returns the spike feed.

Each month where trade value rose or fell more than 200% versus the prior month. Reverse-chronological. Per-shipment value is computed alongside to distinguish price-driven from volume-driven spikes.

brief · cited
Lane concentration · structurally concentrated
HHI0.42
Top-3 share71%
Actionqualify second source
03

Save the alert brief.

Citation-anchored brief: the spike calendar, the implied per-shipment economics, the supplier count signal, and a recommended posture on whether the spike is a structural repricing trigger or a one-off stocking event.

Why a pricing team runs it

Catch the price event before the median moves.

Monthly granularity.

Annual price aggregates miss the within-year spikes. The monthly seasonality table catches each event as it clears, surfacing the price-event candidate before the year-end median is fixed.

Price-vs-volume distinguished.

Per-shipment USD is computed alongside the value spike. A spike with rising per-shipment value is a price event; a spike with flat per-shipment value is a volume event. The brief reads which is which.

Limited-supply context.

Spike interpretation depends on supplier count. A spike on a molecule with 5 suppliers signals genuine supply tightness; a spike on a molecule with 30 suppliers is more likely a stocking event.

Refreshes weekly.

Monthly seasonality aggregates refresh weekly. The alert feed reruns on every refresh; the brief carries the exact computation timestamp.

What a real chat looks like

Type a molecule. The AI agent returns the spike feed.

A real chat thread in PharmaDB. Type a question, the AI agent runs the tools, the answer lands as a saveable note.

Repricing alerts · olaparib monthly trade
chat · saved 2 min ago
You
For olaparib, surface the month-on-month trade value deltas in 2024 and 2025.
F
Running tool pharmagraph_query
molecule_seasonality · olaparib · LAG window function · 2024-2025
F
Olaparib has cleared 11 distinct months with 100%+ MoM value spikes across 2024-2025. November 2025 was the largest at $835k across 30 shipments ($27.8k per shipment); October 2024 had the highest per-shipment value at $63.1k across 11 shipments. The pattern: 5 active API suppliers, episodic large clearances, baseline months of $20-50k. The supplier set is unchanged across the period, so the spikes are stocking events on tight supply rather than new entrants. Posture: maintain longer-dated API contracts to ride the supply window; expect MoM volatility to continue.
Olaparib spike months · 2024-2025
1 2025-11 · $835k 30 shipments · per-shipment $27.8k · sustained pattern
2 2024-12 · $749k 12 shipments · per-shipment $62.4k · year-end stocking
3 2024-10 · $694k 11 shipments · per-shipment $63.1k · highest unit price
+8 more · open in PharmaDB
Cited molecule_seasonality 24 months molecule_api_prices 5 suppliers molecule_catalog INN matched
Ask a follow-up... ⌘ ↵
Time-to-answer

Manual workflow vs. PharmaDB.

Manual workflow
Excel · email · syndicated reports
  1. 01 Pull monthly trade aggregates 3-4 hr
  2. 02 Compute MoM percentage change per molecule 2-3 hr
  3. 03 Filter to spike threshold 1 hr
  4. 04 Compute per-shipment value alongside 2 hr
  5. 05 Build alert email per affected molecule 2-3 hr
Total cycle time 1 day per scan
PharmaDB
The AI agent · one query · cited
One query.
Pre-joined warehouse. The monthly seasonality table carries each month's trade value; the window function on the molecule key computes the MoM delta inline. The AI agent returns the feed with the per-shipment economics.
Total cycle time Under a minute
Run it across your portfolio

Where MoM repricing spikes cluster.

Ten molecule-month spike events · 2024-2025 · MoM percentage on the value axis · supplier count and recent observations as context.

Olaparib · 2025-11 $835k · 1018% MoM
OAI
30 obs · 36 mo ↓ deteriorating
Olaparib · 2024-12 $749k · 1018% MoM
OAI
12 obs · 36 mo → flat
Olaparib · 2024-10 $694k · 1018% MoM
OAI
11 obs · 36 mo → flat
Lenalidomide · 2025-02 $239M · 19042% MoM
OAI
91 obs · 36 mo ↓ deteriorating
Lenalidomide · 2025-12 $3.2M · 810% MoM
OAI
80 obs · 36 mo ↓ deteriorating
Empagliflozin · 2025-05 $34.5M · 1708% MoM
OAI
214 obs · 36 mo ↓ deteriorating
Empagliflozin · 2024-05 $31.7M · 705% MoM
OAI
198 obs · 36 mo ↓ deteriorating
Ibrutinib · 2025-11 $360k · 1906% MoM
VAI
17 obs · 36 mo → flat
Ticagrelor · 2024-03 $1.77M · 661% MoM
VAI
93 obs · 36 mo ↑ improving
Tofacitinib · 2024-06 $410k · 748% MoM
VAI
53 obs · 36 mo → flat
NAI · no action indicated · clean VAI · voluntary action · monitor OAI · official action · deprioritise

Repricing alerts are the price-event feed. PharmaDB pulls monthly trade value from molecule_seasonality, computes MoM deltas per molecule, and surfaces spike months as candidate price events. Refresh cadence is weekly.

FAQ

Frequently asked

Why monthly granularity?+

Pharma supply chains run on stocking cycles. Annual aggregates smooth over the within-year volatility. Monthly seasonality catches the stocking event, the supply tightness event, and the price spike before they get averaged out.

What threshold triggers an alert?+

Default is 200% MoM value change, with at least 10 shipments in the spike month. Configurable: lower thresholds (100%) catch more events; higher (500%) only catch structural events.

How is price vs volume distinguished?+

Per-shipment USD is computed (value / shipment count). A spike where per-shipment USD rises with value is a price event. A spike where per-shipment USD stays flat while value rises is a volume event. The brief reads which it is.

What does the supplier count signal?+

Molecules with under 10 active suppliers carry more weight in spike interpretation; the supply is structurally limited, so volume spikes typically come with price spikes. Molecules with 30+ suppliers are commodity-like; spikes there are more often stocking events.

How is the recommended posture computed?+

Persistent spike pattern with rising per-shipment value: structural repricing window, plan for higher API costs. One-off spike with flat per-shipment value: stocking event, no posture change needed. Spike then collapse: price discovery event, await stabilisation.

How fresh is the data?+

Monthly seasonality refreshes weekly. The alert feed reruns on every refresh; the catalog row carries the exact timestamp.

Run your question.

Bring the molecule, the lane, or the supplier you're sourcing this week. The AI agent runs it on PharmaDB in 30 minutes. You keep the brief.

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