robotic arms on a car assembly line, sparks frozen mid-air
Industry

Manufacturing.

The factory cycle, from the first managers' surveys to output, orders and prices.

Manufacturing · Recalls timeline

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01
Questions it answers

What it answers.

02
Who it is for

Who uses it.

Rows of huge steel coils stored in an open yard in Pittsburgh under a heavy overcast sky, a crane gantry crossing above them

Purchasing directors at manufacturers

When to lock in steel, resin and part prices. Factory-gate prices on release morning put this month's figures into every contract review.

A Lancashire factory floor at shift change, hi-vis silhouettes walking between idle lathes in late-afternoon light falling through sawtooth roof windows

Sales and production planners at component and equipment suppliers

Setting next quarter's build plan and shift pattern. A monthly view of whether customers' order books are filling or emptying tests the plan first.

Seen from behind, an economist stands at a tall window above Tokyo Bay at dawn, a vast industrial shoreline of cranes and chimneys spread out below

Macro desks and economists at banks and funds

Is this factory figure a real surprise? Its trend, the prior survey and its usual revision, beside it the moment it lands.

Inside a retail distribution centre in Poland, a conveyor carries plain cartons past a worker seen from behind reaching to lift one off, under harsh strip lights

Product-safety teams at retailers, importers and online marketplaces

Pull a banned or recalled item fast. Every new UK, EU and US notice, matched by model, batch and barcode, replaces a slow manual check.

Two engineers in white coats seen from behind walk along a clean corridor with glass walls onto a medical-device production line, cool blue light

Supplier quality engineers at car, appliance and medical-device makers

Approve a supplier or new part? The maker's recall history by component and fault puts repeat faults in the file, not on the production line.

03
Modelled, tested, simulated, run

What we model, test and run.

Set-up, modelled

The cycle turning down

New orders lag shipments, factory-gate prices ease, capacity use slips, several economies turn at once. Recognised the moment it forms, with what it likely means for output, orders and prices.

Arbitrage set-up

One part, two regions

Steel, resin or part prices can climb in one region and ease in another. Freight, duty, currency and supplier qualification sit between. When does the gap beat them?

Theory, tested

Confidence before output

When a European economy's industry confidence falls two months running, does its output follow within two months? How often, and how far.

Simulation

Order-book downturn run

A downturn run on your order book and price-linked contracts: likely order intake, input prices and backlog, and how bad it could get.

Engine

Recall and price action engine

A recall lands: matching stock held, a listing pulled, a supplier case opened. An index moves: a price review raised. Runs in your systems, on your rules.

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04
What Panbiota can build

What we build for you.

Factory-cycle radar

Each major factory economy plotted above or below its twelve-month trend, rising or falling. Dots move as figures land. A counter shows how many grew and whether they turn together.

Release calendar and first-print record

Every factory release as first printed, beside a calendar of what lands when. Alerts when a revision flips a rise into a fall, or the reverse.

Order-book and price model

Industry by industry: are US factories taking orders faster than they ship? For each price index in your contracts, the estimated range at the next review.

Recall matcher

Your product list, by model, batch and barcode, checked against every new UK, EU and US recall. Vehicles, tyres and child car seats too. Do-not-drive recalls go to the top.

Hazard spread model

Every dangerous product flagged in the UK, EU or US, by type, hazard and origin. How soon similar goods are likely to be flagged elsewhere.

05
Services

Delivered to you.

Early morning outside a large car factory in Tangier, the car park slowly filling as the first shift arrives, steam rising from roof vents under a pink sky

Monthly factory-cycle reading

After each month's releases: is each major economy's factory sector expanding, slowing or contracting? What changed, and what lands next.

Rolls of aluminium sheet stacked in a warehouse, silver in a shaft of light from a high window

Contract price notes

Release morning: every factory-gate series named in your contracts. Its change since the last review, any correction, and the estimated range to the next.

Close-up of a ceiling smoke alarm with a small red light glowing in a dim children's bedroom, soft toys and a nightlight blurred on the floor below

Recall assistant for importers and marketplaces

In your team chat: product lists screened against every new UK, EU and US safety notice. Each match goes to the team that must act.

Close-up of a row of identical machined metal parts on a grey tray, one showing a hairline crack that catches a raking light

Supplier recall reviews

Before a contract or a root-cause review: the maker's recall history. By component and fault, across goods, vehicles and medical devices, against its industry.

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Commodity markets

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