Neon & Slate

AI Opportunity Assessment · Neon & Slate

AI is rewriting how buyers choose.
AI is reshaping how industries operate.

Mid-market companies have the most to gain from GenAI, yet the least bandwidth to capture it. That's where we come in.

Our conviction

Every successful AI project starts the same way: surface the knowledge trapped in your teams. We listen to your employees' friction, observe customer pain points, pair it with data, then build the feedback loop that makes it compound. Now at scale, thanks to our agentic systems.

For companies serious enough about AI to act, but smart enough not to build blind.

Neon & Slate Founded by two engineers with 14 years in ML/AI — backed by a senior network from UC Berkeley, Centrale, and Polytechnique. We help established organizations deploy agentic systems, with outcomes you can measure.

OURMETHOD↻01DiscoverDiscoverMap how work actually getsdone. AI-assisted interviewssurface workflows,bottlenecks, decision flowsand institutional knowledge.02PrioritizePrioritizeBuild the businesscase. Assess AIreadiness, prioritizeuse cases, estimateROI and define theimplementationroadmap. Buy vs buildassessment.03ImplementImplementDeploy the first high-impactAI initiative. Custom AIsolutions, governance,workflow redesign andadoption.04ScaleScaleExpand what works.Roll out additionaluse cases, upskillteams and embed AIacross theorganization.
14%
of AI pilots reach production
62%
can't link AI spend to EBITDA
48h
to your personalized report

Sources: McKinsey Global Institute · Gartner AI Hype Cycle 2025 · MIT Sloan Management Review · enterprise AI surveys, 2025-2026

Does any of this sound familiar?
—Your best people spend hours on work that shouldn't exist.
—You've run an AI pilot. It didn't scale.
—Your best expertise and company knowledge is walking out of the door every night.
—Nobody has done the math on what AI would actually cost or return.

Try us.

We've found that complaints surface better AI opportunities than any brief. This is your moment.

Your data is used only to generate your report. We do not share it.

No account needed · report delivered by email in 48h

AI isn't magic, and neither are we. Consider this a glimpse of how a full audit maps workflows, captures institutional knowledge, identifies bottlenecks, and uncovers opportunities for AI-driven value creation.