Deepflow, the AI System Designed to Predict Costs, Demand, and Stock with Uncommon Precision

Bringing a brand new product to market has all the time been a chance. Even probably the most skilled producers can misinterpret market demand, overproduce, or miss a crucial pricing window. The result’s a excessive failure fee for brand new merchandise, wasted sources, and unsold stock. Conventional forecasting strategies—usually primarily based on a easy three-month rolling common—wrestle to anticipate the fast-changing realities of world markets.

For producers, the lifecycle of a product—launch, manufacturing, gross sales, and eventual discontinuance—hinges on correct predictions. Misjudging demand can imply tying up tens of millions in extra inventory, or worse, shedding prospects to rivals when cabinets go empty. In uncooked materials procurement, poor forecasting can result in shopping for on the incorrect worth or holding an excessive amount of stock, eroding profitability.

Impactive AI’s upcoming platform, Quantum Deepflow, goals to deal with these challenges head-on. Slated for its public demonstration at CES 2026, the system combines superior AI demand forecasting with quantum machine studying. The aim: predict not simply gross sales patterns, however the complete product lifecycle, whereas additionally optimizing uncooked materials procurement.

Deepflow can forecast uncooked materials costs like copper, aluminum, or metal, as much as six months forward with claimed accuracy charges of 97–98%. For predicting the industrial success of a product, accuracy ranges between 70–80%. The platform additionally helps stock administration, with one industrial shopper reporting a 35% discount in stock and liberating up roughly 31 billion KRW ($22M) in money.

The system makes use of a custom-built AI mannequin skilled on greater than 60,000 variables, combining sample recognition with proprietary algorithms. Whereas many corporations nonetheless depend on historic averages, Quantum Deepflow incorporates a broader set of alerts, together with market developments, seasonal patterns, and macroeconomic elements.

The corporate says it’s utilizing quantum computing by means of cloud-based quantum sources. In accordance with Impactive AI, this enables for sooner coaching instances and extra nuanced predictions in advanced, multi-variable situations. That is an space nonetheless below intense analysis and few corporations are utilizing this instrument in everyday enterprise.

For uncooked materials forecasts, the platform doesn’t require buyer information, making onboarding simpler. Stock optimization, nevertheless, includes making a {custom} mannequin utilizing client-specific historic information.

The enterprise aim is evident, and if the info offered is real looking, then the accuracy enchancment is the primary promoting level. Throughout a dwell demonstration for a German firm, Quantum Deepflow reportedly predicted day by day copper and aluminum costs throughout a five-day exhibition with round 97% accuracy. One other case with a metal producer noticed the corporate enhance stock forecast accuracy to 75%, far surpassing its in-house strategies. That’s clear added-value.

Most corporations in the present day use a mixture of statistical fashions, enterprise useful resource planning (ERP) instruments, and machine studying methods working on classical processors. Forecast horizons are sometimes brief (weeks or a couple of months) and accuracy can degrade shortly in risky markets. Uncooked materials patrons usually hedge in opposition to uncertainty by conserving giant security shares, which ties up working capital. Quantum Deepflow goals to alleviate these constraints with higher forecast.

Based in 2021, Impactive AI focuses on demand forecasting throughout industries. The corporate’s management consists of seasoned specialists with expertise at Samsung Electronics, Merrill Lynch, and tutorial credentials from establishments like Harvard. Its Deepflow platform has already been deployed in sectors starting from prescribed drugs to elements manufacturing, incomes it recognition as one of many “Prime 20 AI Resolution Corporations” by CIO Outlook.

With Quantum Deepflow, Impactive AI hopes to boost the bar for predictive analytics and rework how producers plan, worth, and produce.

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