Why are so many AI initiatives failing?

AI projects fail when teams focus on technology over business pain, leading to escalating costs, unclear value, and overlooked risks. Lack of domain context, weak problem definition, and short-term thinking leave even the most advanced models stalled, mismatched, and ultimately irrelevant.

42%

of companies abandoned AI initiatives this year

80%

of AI initiatives are projected to fail

40%

of agentic AI projects will be canceled by 2027

Business problem in. AI prototype out.

Across industries, leaders feel the pressure to act on AI now. Competitors are moving fast, and your board of directors expects you to move faster. Where do you start? Which tools make sense? How do you prove value without months of roadmaps that end in paper prototypes that rarely inspire stakeholders or secure funding?

Stop AI project failure before it costs you. Launch a clickable prototype with quantifiable business value through AI rapid prototyping in hours with virtually no investment, no data migration, just read-only connectors to your sales system and public sources. Using multi-agent orchestration, agentic coding, and other advanced AI prototyping tools, we turn your bill of materials into a powerhouse for continuous product, supply chain, and profitability optimization.

The result is a low-risk, low-investment, high-impact clickable prototype that rallies support, validates opportunities, and secures funding before your AI momentum slips away.

What the multi-agent orchestrated clickable prototype delivers

GAP ANALYSIS

Obtain competitive intelligence

See what competitors are selling that you are not and learn how to close the gap. Identify under-penetrated categories and untapped product opportunities.

SMART SUBSTITUTIONS

Identify product recommendations and alternatives

Spot better materials, components, or SKUs that can lift quality, improve margins, or increase market share — all driven by agentic AI coding workflows that learn from live data.

PROFIT PRIORITIZATION

Hyper-personalize sales and marketing

Target high-margin, high-volume products with the greatest payoff, delivering ranked recommendations based on geography, segment, and purchase history.

WIN-BACK STRATEGY

Use live market and supplier data to see where customers are spending elsewhere and win that business back with proactive product, process, or sourcing suggestions.

Need a low-risk, high-impact pilot to rally stakeholders?

BUILD WITH VIBE

AI rapid prototyping use cases by industry

Retail

Retail moves too fast for guesswork. Equip retailers with real-time product, customer, and competitor intelligence, turning decisions into measurable wins.

Product and inventory intelligence: Spot over- or underperforming categories, surface high-margin substitutes, find supplier opportunities, and align assortments to demand.
Personalized recommendations: Deliver relevant pairings and substitutions to boost sell-through and order value.
Competitive analysis: Detect assortment gaps and receive sourcing strategies. Scan competitor quotes to offer sharper prices or more sustainable/durable alternatives.
Dynamic pricing and promotion: Pinpoint optimal pricing, bundles, and promotions to maximize margin.
Customer engagement: Automate style, fit, or product advice through AI-powered assistants that drive conversions.

Transparent shopping cart with an orange handle

Manufacturing

Let manufacturers drill into designs, processes, and supply chains with agentic AI coding to uncover efficiencies that cut cost and waste.

Autogenerate bill of materials: Scan architectural blueprints using AI prototyping to create optimized parts lists—reducing manual effort, waste, and planning delays.
Bill of materials analysis: Trace every part to its source, replace competitor-linked components, and find better-value alternatives.
Predictive maintenance: Anticipate failures with AI-driven part and design recommendations.
Supply chain optimization: Reroute sourcing to preferred vendors or redesign for strategic materials.
Quality control: Use computer vision to catch defects early and recommend process or material fixes.

Industrial robotic arm operating in a modern glass-walled environment

Hi-tech

In high tech, speed and component choice define market leaders. Outpace rivals and innovate smarter with Vibe.

Component sourcing intelligence: Break down device components in seconds to uncover smarter, more cost-effective alternatives.
Product feature optimization: Recommend hardware, software, and design improvements for performance, safety, and profitability.
Personalized experiences: Tailor features, services, and tips to each user’s unique behaviors.
Competitive benchmarking: Compare against rival products and pinpoint upgrades to set your release apart.

Futuristic microchip with glowing circuits and cloud elements

CPG

Spot market shifts early, optimize sourcing, and fuel product innovation to keep brands ahead of changing expectations.

Ingredient/material analysis: Scan formulations for eco-friendly, regulation-ready, or higher-margin alternatives.
Supplier substitution: Detect competitor-linked inputs and switch to strategic partners.
Product innovation: Create and validate new concepts, packaging, and formulations from a wider supplier network.
Personalized customer offers: Turn purchase patterns and lifestyle data into targeted promotions, launches, and experiences.