a-Gnostics

Great work of entire team. Our forecasts at 🇺🇸 PJM: 65M+ people across 13 states, 160+ GW peak demand. Special thanks to our CTO, Yaroslav Nedashkovskyi

One of our co-founders, Andrii Starzhynskyi 👷♀️👂🏿🏭, took part at the discussion “Ukraine’s Place in the New World,” an event was held in Kyiv focusing on Defense Tech and AI. Panel discussion: the opportunities and obstacles for Ukraine’s entry into global markets for military technologies, artificial intelligence, and GovTech. The event was initiated by the Kyiv Institute of National Interest together with the Pylyp Orlyk Foundation. The discussion aimed to outline Ukraine’s role in the emerging architecture of global security, where technology, the defense industry, and digital sovereignty are becoming key factors of influence. Event program: one of two panel discussions covered the following topics: — the role of artificial intelligence and issues of digital sovereignty; — prospects for the development of Ukraine’s defense tech sector; — Ukraine’s integration into global defense supply chains; — opportunities and risks of arms exports. The discussion served as a platform for a professional exchange on the strategic directions of Ukraine’s development amid the transformation of the global order, where the combination of defense technologies, innovation, and public policy defines new opportunities for the country. The topic of artificial intelligence is particularly relevant. #AI #PanelDiscussion #Ukraine

No connectivity — but no downtime: offline diagnostics for industrial equipment. Industrial environments are not built around perfect connectivity. Basements, remote sites, high-interference zones, exactly where critical equipment operates and are often the least connected. This creates a real operational gap: diagnostics delayed or skipped due to lack of signal. Di-agnostics removes that dependency. With Di-agnostics, engineers can: — record equipment sound directly on-site, without connectivity; — register new equipment during inspection; — continue diagnostics workflows without network availability. Once connectivity is restored, all recorded data is automatically synchronized and enriched with detailed analytics and Health Score calculation. This matters for equipment health monitoring engineers: — no missed inspection cycles: workflows are independent of network conditions; — higher data fidelity: data is captured at the source, in real conditions; — operational continuity: diagnostics reflects how industrial sites actually operate. Reduced latency to insight, issues are captured on site, not deferred. In practice, it means fewer blind spots, earlier anomaly detection, and more reliable asset management. We are already moving toward edge analytics and bringing intelligence directly onto the device, so even analysis won’t depend on connectivity. Because in industrial environments, reliability isn’t a feature — it’s a requirement. Download Di-agnostics app at: iOS: https://lnkd.in/dzcuqaDj Android: https://lnkd.in/dAx84GbC

a-Gnostics welcome's Uliana Мelnychuk, based in Stockholm, Sweden, as a Data Scientist. She works on time-series models for electricity consumption, contributing to our 400+ daily forecasts. Her focus includes expansion and coverage of PJM market zones, in the U.S.

What do energy traders and industrial operators actually gain from a-Gnostics version 4? Introducing a-Gnostics Chapter IV: not another generic AI model — but two specialized systems designed to operate under real-world constraints: - decisions must be made before 9 AM; - forecasts must be reliable across hundreds of zones; - models must adapt to local, non-stationary behavior; - equipment issues must be detected before failure, without complex hardware. This is exactly where most “AI platforms” fail. With a-Gnostics, customers get: 1. Operational certainty at scale — powered by Pro-gnostics 400+ electricity consumption forecasts generated daily and delivered on time, across markets like IESO, MISO, PJM, and Ukraine ready for use in trading and planning workflows. Pro-gnostics is not a single model, but a distributed forecasting system operating under strict time constraints. It delivers higher forecast accuracy through specialization. Instead of one global model, Pro-gnostics builds a dedicated model for each forecast, tuned daily using: - feature selection for each zone of forecast if needed; - localized consumption patterns; - weather dependencies and custom features. This transforms Pro-gnostics into a large-scale daily optimization engine, not a static ML pipeline. 2. Industrial sounds analytics recorded in offline mode — powered by Di-agnostics Di-agnostics operates on sound as a primary signal, enabling:  - non-invasive diagnostics;  - applicability in environments where traditional sensors are limited, unavailable, extremely costly, or NO internet connection. We continue working on Equipment Health Score:  - a normalized indicator of current condition;  - designed for intuitive interpretation in operational contexts and equipment;  - suitable for integration into maintenance workflows. In Di-agnostics we are focused on extracting actionable intelligence from unconventional data sources, where the main is sound. It introduces a new diagnostic modality, enabling non-invasive, scalable condition monitoring. Industrial AI systems should not generalize prematurely — they should specialize, adapt, and evolve continuously. Feel free to connect to if you are ready to revolutionize your energy and equipment management. #ElectricityConsumptionForecasts #IndustrialSound #FailurePrediction

Our co-founder with the presentation "Industrial Equipment Failure Prediction Using Its Sound", for utility providers: Electricity, Water, and Gas, this approach delivers the following value: — Early detection of transformer faults; — Monitoring of electric motors in critical systems; — Failure prediction for pumps and rotating equipment.

Our CEO and co-founder participated at Ukraine-Denmark Business Relationship and Investment Forum, 🇺🇦 🇩🇰. About 100 people come to Kyiv to discuss energy, recovery, military technologies and more

a-Gnostics at REСТАРТ conference with the booth; we've presented two our products: Di-agnostics — 'Shazam for industrial equipment', utilizing the sounds emitted by machinery and mobile application to predict potential failures. Pro-gnostics, SaaS platform delivering electricity consumption forecasts with over 98% accuracy

Awarded first place in the Kyiv City Government competition, almost a year ago. Our product Di-agnostics, “Shazam for industrial equipment”, was recognized as the best solution. Last week, our Co-founder Andrii Starzhynskyi 👷♀️👂🏿🏭 had the chance to return to the Kyiv City Council as a guest speaker at the Industrial & Innovation Hackathon, participating in a panel discussion on the implementation of AI solutions in industry and their impact on real business operations