PharmaDB
Use case · Lane Concentration & Dual-Source · Trader vs Manufacturer Share v.04.2026 · refreshed weekly
Use cases Lane Concentration & Dual-Source Trader vs Manufacturer Share
Lane Concentration & Dual-Source Buyer view Data · trade flowsData · global company catalog Live

Trader vs Manufacturer Share

Quantify the share of a sourcing lane handled by traders vs direct manufacturers. Visibility into who actually moves the goods on the destination shelf.

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Example output · trader vs manufacturer share across 341 origin-destination lane-years
6% · Median lane trader share, 2024 declared exports
n=341 origin-destination lane-years in 2024 (1,971 total) Authoritative

The 2024 median lane runs at 6% trader share: most observable trade is manufacturer-direct. The mean sits higher at 14.5% because a handful of trader-heavy lanes pull the right tail. The IN to AG lane runs at 72.4% trader share (n=27.6% manufacturer); the IN to US lane runs at 1.2% (98.8% direct). The tail is where intermediation risk concentrates.

Median trader share 2024
6%
manufacturer-direct system
Mean trader share 2024
14.5%
right-skewed tail
Lanes >75% trader (2024)
10
of 341
Lanes <25% trader (2024)
277
manufacturer-led
30 seconds

How it works

molecule losartan origin IN destination BR
01

Pick a lane.

Type origin and destination. The AI agent pulls every named exporter on the lane and classifies them as manufacturer, trader, or unclassified.

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

The AI agent computes the split.

Trader share, manufacturer share, distinct-manufacturer count, and unclassified residual. Time series on quarterly granularity.

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

Save the lane brief.

Citation-anchored brief with the split, the direct-manufacturer cohort, and a chip showing trader-share trajectory quarter on quarter.

Why a buyer runs it

Know who's actually moving the goods.

Trader-heavy = price opacity.

A trader-led lane carries an intermediation margin the buyer pays without seeing. The split is the first signal that a direct relationship will move the price.

Direct-manufacturer cohort.

Once trader share is known, the named direct manufacturers on the lane are the dual-source candidates. The split surfaces them automatically.

Trajectory matters.

Trader share that rises quarter on quarter signals that manufacturers are exiting the direct channel. Catching the trend early is the leverage.

Anonymised by default.

Counterparty identities are aggregated at the threshold required by the trade-data disclaimer. Lane-level shares, never named buyer-to-seller transactions.

What a real chat looks like

Type a lane. The AI agent returns the trader split.

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

Trader split · IN → AG
chat · saved 2 min ago
You
What is the trader vs manufacturer share on the India to Antigua and Barbuda lane in 2024? Surface direct manufacturers if trader share exceeds 60 percent.
F
Running tool pharmagraph_query
lane_trader_shares · IN → AG · 2024
F
The India to Antigua and Barbuda lane runs at 72.4 percent trader share in 2024. Only four named manufacturers ship directly under their own counterparty identity; the rest of the 210-plus shipments flow through trader intermediaries. The direct cohort is the dual-source pool a buyer can engage without paying an intermediation margin.
Trader share
72.4%
Manufacturer share
27.6%
Direct manufacturers
4
Shipment count
210+
Cited lane_trader_shares 2024 global_companies manufacturer classification company_trade_exports 4 direct manufacturers
Ask a follow-up... ⌘ ↵
Time-to-answer

Manual workflow vs. PharmaDB.

Manual workflow
Excel · email · syndicated reports
  1. 01 Pull trade declarations for the lane 3-4 hr
  2. 02 Classify each named exporter as manufacturer or trader 6-8 hr
  3. 03 Aggregate USD share per category 1-2 hr
  4. 04 Track quarter-on-quarter trajectory 2 hr
  5. 05 Identify direct manufacturers for outreach 2 hr
Total cycle time 2 days per lane
PharmaDB
The AI agent · one query · cited
One query.
Pre-joined warehouse. Lane trader-share is pre-aggregated and joined to manufacturer classification. The AI agent returns the split with citation in a single response.
Total cycle time Under a minute
Run it across your portfolio

Where trader-intermediation runs high, by lane.

Eighteen high-volume IN-origin lanes · trader share, 2024.

Portfolio
IN → US
0.10
Portfolio
IN → CA
0.12
Portfolio
IN → GB
0.18
Portfolio
IN → BR
0.22
Portfolio
IN → SA
0.25
Portfolio
IN → DE
0.28
Portfolio
IN → TR
0.34
Portfolio
IN → SZ
0.31
Portfolio
IN → BJ
0.40
Portfolio
IN → MV
0.43
Portfolio
IN → AO
0.47
Portfolio
IN → LC
0.52
Portfolio
IN → AF
0.54
Portfolio
IN → TJ
0.68
Portfolio
IN → AG
0.72
Portfolio
IN → VG
0.81
Portfolio
IN → SC
0.87
Portfolio
IN → KN
0.90
Competitive Monitored Concentrated Near-monopoly

Trader vs manufacturer share is the intermediation signal on any sourcing lane. PharmaDB classifies every named exporter as manufacturer, trader, or unclassified, and reports the split per lane per year. The view rests on lane_trader_shares joined to global_companies. Refresh cadence is weekly.

FAQ

Frequently asked

How is 'trader' vs 'manufacturer' classified?+

PharmaDB classifies named exporter entities using a combination of regulatory registrations (Type II DMF holders, plant accreditations, plant catalog match) and trade pattern signals (broad-molecule single-shipment patterns vs concentrated-molecule recurring patterns). The classification carries a confidence flag on every row.

Why do small-island destinations skew trader-heavy?+

Small destination markets often consolidate imports through trading intermediaries based in regional hubs. The aggregate trader share on these lanes routinely runs above 60 percent; direct manufacturer relationships are rarer because the volume per buyer is small.

What's the playbook when trader share is high?+

Identify the direct manufacturer cohort on the lane (the residual after the trader share), engage them on their own home lane (typically a larger volume corridor where they ship direct), then qualify them on the buyer's lane. The trader margin moves to the manufacturer or to the buyer.

Does counterparty disclosure apply here?+

Lane-level aggregates only. PharmaDB never surfaces named buyer-to-seller transactions in product views; the trade-data disclaimer is honoured at the query layer.

How fresh is the data?+

Weekly. Trade aggregates refresh weekly; the classification reruns on every refresh. The catalog row carries an as-of timestamp on every result page.

Does this work for FDF lanes too?+

Yes. The same methodology applies to FDF (finished dosage) lanes. Trader share on FDF lanes is typically higher than on API lanes because finished products are more often routed through distributor or trader intermediaries.

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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