PharmaDB
Use case · Portfolio & Sourcing Strategy · Logistics Route Mapping v.04.2026 · refreshed monthly
Use cases Portfolio & Sourcing Strategy Logistics Route Mapping
Portfolio & Sourcing Strategy Buyer view Molecule · tofacitinib Data · trade flowsData · molecule country flow view Live

Logistics Route Mapping

Map the highest-volume API trade corridors by shipment count and value. Inform freight-contract strategy, dedicated lane plays, and country distribution models.

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Example output · top API trade corridors · ranked by shipment count with molecule breadth and value
42,096 Shipments on India to US corridor · 320 molecules carried · $2.5B 2024 value · the world's largest pharma corridor
n=42,096 shipments · trade warehouse Indicative

The India to US corridor carries 42,096 shipments and $2.5B of declared API trade across 320 molecules in 2024. India to Nepal runs short-haul at 30,994 shipments and $165M (357 molecules), best understood as a high-frequency overland route. India to Kenya (15,987 shipments, 319 molecules) and India to UK (11,643 shipments, 164 molecules) round out the four corridors that warrant dedicated freight contracting.

# CorridorMoleculesShipmentsValuePosture
1 India → United States Long-haul ocean 42096 shipments $2.5B NAI
2 India → Nepal Short-haul overland 30994 shipments $165M NAI
3 India → United Kingdom Long-haul ocean 11643 shipments $347M NAI
4 India → France Long-haul ocean 11786 shipments $273M NAI
5 India → Kenya Mid-haul 15987 shipments $181M NAI
Top corridor value
$2.5B
Top corridor shipments
42,096
Top corridor molecules
320
Corridors > 10k ships
5
30 seconds

How it works

molecule losartan origin IN destination BR
01

Pick the scope.

All corridors, a destination market, or a portfolio of molecules. Each corridor returns shipment count, value, molecule breadth, and shipment-per-molecule density.

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

The AI agent ranks corridors.

Three signals per corridor: total value (freight-contracting threshold), shipment count (frequency), and molecules carried (mix complexity). Each signal carries a recommended logistics posture.

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

Save the freight brief.

Citation-anchored brief with the corridors that warrant dedicated freight, the corridors that need spot procurement, and the ones to consolidate.

Why a logistics lead runs it

Freight strategy, sized by corridor.

Volume vs frequency.

A corridor with high value and low frequency (US, 42k ships, 320 mols) is a dedicated-freight candidate. A corridor with low value and high frequency (NP, 31k ships, 357 mols) is a different posture.

Shipments per molecule.

France runs 151 shipments per molecule on average, the highest in the data. That density implies smaller pack sizes and a complex distribution layer. The brief surfaces it.

Cold-corridor cross-check.

A high-volume corridor with declining shipment count is the early warning for capacity build-down. Cross-reference against the cold-corridor and z-score signals.

Dedicated-freight trigger.

Corridors above 10,000 shipments and $200M annual value trigger the dedicated-freight recommendation automatically. The brief sizes the contract.

What a real chat looks like

Type a scope. The AI agent returns the corridor map.

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

Trade corridors · top-10 by volume
chat · saved 2 min ago
You
Map the top API trade corridors by volume and value. Surface the dedicated-freight candidates and the high-frequency spot lanes.
F
Running tool pharmagraph_query
molecule_country_flow · grouped by corridor · 2024 aggregate
F
Five corridors clear the dedicated-freight threshold in 2024. India to US is the dominant pharma corridor at $2.5B across 42,096 shipments and 320 molecules; volume dwarfs every other route. India to UK, France, and Nigeria fall in the $200M to $350M band. India to Nepal is structurally different: a 30,994-shipment short-haul overland corridor with $165M of value and 357 molecules, best read as a tactical high-frequency route rather than a strategic freight lane. Tofacitinib lanes piggyback on the US, UK, and Nigeria corridors. Plan dedicated capacity on the top three; spot-rate Nepal.
Top corridors · ranked by 2024 value
1 India → United States 320 molecules · 42,096 shipments · $2.5B
2 India → United Kingdom 164 molecules · 11,643 shipments · $347M
3 India → France 78 molecules · 11,786 shipments · $273M
+12 more · open in PharmaDB
Cited molecule_country_flow 2024 aggregate countries destination resolved
Ask a follow-up... ⌘ ↵
Time-to-answer

Manual workflow vs. PharmaDB.

Manual workflow
Excel · email · syndicated reports
  1. 01 Pull corridor-level trade declarations 1 day
  2. 02 Aggregate value, shipments, molecules per corridor 1 day
  3. 03 Cross-check against freight contract data 1 day
  4. 04 Categorise corridor posture 4-6 hr
  5. 05 Build the freight-strategy brief 4 hr
Total cycle time 3-4 days per refresh
PharmaDB
The AI agent · one query · cited
One query.
Pre-joined warehouse. Corridor aggregation and posture categorisation are computed at the schema layer and refresh monthly. The AI agent returns the freight-strategy brief in chat with citations.
Total cycle time Under a minute
Run across the network

Corridor density, by destination.

Twelve destination markets with significant 2024 corridor activity · count is shipments per molecule, a proxy for distribution complexity.

France deep
151 shipments per molecule
$273M · 78 mol
United States adequate
132 shipments per molecule
$2.5B · 320 mol
Nepal adequate
87 shipments per molecule
$165M · 357 mol
Singapore adequate
75 shipments per molecule
$77M · 261 mol
United Kingdom adequate
71 shipments per molecule
$347M · 164 mol
Kenya adequate
50 shipments per molecule
$181M · 319 mol
Nigeria thin
43 shipments per molecule
$224M · 174 mol
Bangladesh thin
38 shipments per molecule
$143M · 250 mol
South Africa adequate
61 shipments per molecule
$250M · 80 mol
Brazil thin
32 shipments per molecule
$196M · 86 mol
Germany thin
27 shipments per molecule
$157M · 90 mol
Canada thin
22 shipments per molecule
$146M · 70 mol
Thin · < 50 suppliers · qualify additions Adequate · 50–149 Deep · 150+ · negotiable

The corridor view is the freight-strategy foundation. PharmaDB ranks every export-import pair by value, shipment count, and molecule breadth, and recommends a logistics posture per corridor. The view is molecule_country_flow; the join is to countries for region and currency context.

FAQ

Frequently asked

What is a corridor in this context?+

A unique pair of export and import countries. The India to US corridor is one corridor; India to UK is another. Per-corridor metrics aggregate every molecule carried on that route.

What is the dedicated-freight threshold?+

PharmaDB's default is 10,000 shipments and $200M of annual value. Corridors above the line warrant a long-term freight contract; below it, spot procurement is usually more economical. Both thresholds tunable.

Why does France stand out at 151 shipments per molecule?+

France runs the highest molecule-shipment density in the data. The pattern implies smaller pack sizes, more granular distribution, and a higher last-mile complexity. The brief flags it so the freight team accounts for the unit-economics.

Does the analysis cover non-India origin corridors?+

Yes, but coverage is thinner. Indian trade declarations dominate the observable data; non-India origins (Turkey, Mexico, Indonesia, Costa Rica) carry lower volume and fewer molecules. The brief surfaces non-India corridors where they hit the threshold.

How does cold-corridor detection connect?+

Same data, different signal. Logistics route mapping is the static volume picture; cold-corridor detection is the directional signal for corridors collapsing year on year. The two pages run as a paired workflow.

How fresh is the data?+

Trade aggregates refresh monthly. Corridor metrics recompute on every refresh. The catalog row carries the last-computed timestamp surfaced on every result page.

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