Use case · Hedge funds

See the constraint
before the consensus does.

Qualification events, capacity decisions, and supplier agreements surface in primary filings weeks before they reach English-language coverage. Mesh classifies them at source and maps the exposure the same day.

Signal engineMulti-tier NLPTemperature model

Know when three independent signals are pointing at the same name.

Mesh runs three tiers of detection — SEC/DART/EDINET filing NLP, labour and physical-world data, and trade flows — and scores each company on how many independent dimensions are converging in the last 90 days. A capex guidance change alone is noise. Capex guidance plus a hiring surge plus a construction permit is a position.

AMAT · Signal temperature
3 independent dimensions · rolling 90 days
HOT
T1 · Filing NLP
Capex guidance raised 18%
8-K · AMAT · 2026-05-28
T2 · Labour
Fab technician postings +340%
Careers · 41 new roles
T2 · Physical
Construction permit — Phoenix fab
EPA registry · 2026-05-12
Dependency graphCascade analysisQualified-supplier edges

Trace a single constraint to every name it touches — including the short.

Pick any node — a packaging monopoly, a photoresist supplier, a test socket manufacturer — and Mesh traces the constraint upstream and downstream through the qualified-supplier graph, scoring operating leverage at each step. The long is the sole source. The short is the name whose consensus model assumes the constraint doesn't exist.

Cascade · short thesis2 chokepoints
Entegris — CMP slurrysole supplier · 0 alternates
Samsung — HBM4 packagingcritical input · 1 alternate
Nvidia — GB300 yielddirect exposure · 18% of COGS
Cloud hyperscalers2nd order · consensus long
Source provenancePrimary filingsEvidence trail

Walk into the morning meeting with every claim cited to a primary document.

Nothing on the graph is unsourced. Every signal links to the filing, job posting, permit, or data series that generated it — one click from the node to the verbatim text. Your risk committee gets evidence, not model output.

Source · TSMC 20-F · 2026-04-14Exhibit 13.2 · p. 47
"…we have qualified a single supplier for CoWoS advanced packaging substrates. Any disruption to that supplier's capacity would materially impact our ability to fulfil orders for leading-edge AI accelerators…"
sole sourceCoWoSAI acceleratorsmaterial risk
What a day looks like
05:45
Open the map

Overnight pipeline ran at 03:30 UTC. The graph shows which nodes turned hot before your desk is staffed.

06:10
Inspect the signal

Three dimensions converging on a deposition-tool supplier. Each one links to its source document.

06:30
Trace the cascade

Map who is exposed upstream and downstream, and how concentrated each node's qualified suppliers are.

07:00
Size the trade

Take the evidence to the morning meeting with every claim cited to a primary filing.

Also built for
Hedge fundsFamily officesPMs & analysts

The window between the filing and the consensus is the trade. Mesh is built to capture it.

Request access →Private beta · by invitation only