The Value Engineering Company

Methods built on real behavioral data,
not assumptions

We help product teams and corporations accelerate development, allocate capital efficiently, and integrate AI where it creates real leverage.

AI‑агенты и автономные системы Analysis

How do uncoordinated AI agent fleets bypass corporate perimeter defenses?

Independent researchers track an uncoordinated fleet of AI agents on Tencent infrastructure bypassing API security and rate limits on Alibaba's Amap.

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Продуктовые решения и кейсы применения AI в бизнесе Analysis

Google AMIE Primary Care AI Trials Prove Viability in Boston Hospital Study

Google tested its AMIE medical AI in a Boston hospital primary care trial. The Lancet publication raises clinical proof standards for health tech startups.

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Экономика AI Analysis

LangChain slashed coding agent costs 64 percent by routing routine tasks

LangChain slashed internal coding agent expenses by 64% using in-harness model routing instead of defaulting to expensive frontier LLMs.

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AI‑агенты и автономные системы Analysis

Multi Agent AI Teams Cost Up To 5x More But Deliver Minimal Quality Gains

Multi-agent AI architectures cost up to 5 times more while delivering marginal quality gains. Benchmarks show coordination token tax burns capital fast.

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The biggest illusion in enterprise AI adoption is assuming that pristine benchmarks translate directly into production reliability. This wee…

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AI‑агенты и автономные системы Analysis

Hardware Budgets Dictate AI Agent Benchmark Scores

AI agent benchmarks are systematically skewed by infrastructure limits and compute budgets, shifting model success rates by up to six percentage points.

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Экономика AI Analysis

Ai2 scraps priority queues for strict GPU time budgets to stop infrastructure waste

Ai2 replaces flawed priority queues with strict GPU time budgets and fair-share allocation to stop hardware hoarding and cut massive infrastructure waste.

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Ключевые игроки рынка AI News

Security Warning: Satya Nadella Says Treat All AI Models as Compromised

Microsoft CEO Satya Nadella warns businesses to assume all AI models are compromised, demanding emergency kill switches and stricter oversight.

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What We Do

From early-stage research to large-scale corporate transformation — we cover the full product value chain.

Market Research
Comprehensive market research based on qualitative and quantitative analysis. We uncover what users actually need — not what they say they need.
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Corporate Innovation
60+ corporate acceleration programs designed and launched. We foster intrapreneurship and drive product transformation from within.
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Product-Management Co-Piloting
Hands-on guidance from ideation to execution. We work inside your team, building internal expertise as we go.
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Product Management Consulting
Deep expertise in product discovery. Portfolio audits, resource optimization, and strategic roadmap alignment.
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Corporate Education
Training programs on qualitative interviews, market research, unit economics, and value-driven product development. We certify Value Engineers who carry the methodology forward inside your organization.
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Soft-Skills Assessment
Testing across 54 soft competencies, with analysis and development recommendations — at the individual level and as part of shifting team dynamics and performance.
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Methods, services, team, and case work — the full picture on our company page.