From AI spend to AI returns.
AI fluency for every team. FinOps for your AI spend. Model portability, not lock-in — frontier, sovereign, or open source.
The state of enterprise AI, 2026
The spend is real. The returns are not.
AI budgets doubled this year. Most companies have nothing to show for it.
Writer 2026 (n=2,400) · McKinsey 2025 (n=1,993) · Gallup US workforce panel
The adoption gap
Stanford HAI · Gallup 2025
Seats bought company-wide, adoption outside engineering at 27%. Super-users get 5× the productivity from the same platforms everyone else ignores.
Midsized companies lack dedicated AI teams. The platform and the expertise should not require one.
No routing, no measurement. Every task hits the priciest default model and nobody can prove any of it worked.
51% of developers use AI daily. White-collar average: 27%. Individual contributors: 16%. The platforms work — most people cannot get them to.
The platform
Four capabilities. One platform. One contract.
They share the same context and the same scoring. Buy them from four vendors and you end up with four dashboards and no answer.
AI Fluency
Prompts, skills and workflows from plain intent. Reusable by the whole team. Capability by doing, not by course.
AI FinOps
Cost and token burn tracked by team and service. Semantic routing to the best-value model for every job. One dashboard across all AI spend.
AI Quality
Anti-slop and anti-hallucination scoring on every artifact. Evals on everyday work — 16 dimensions, every output.
AI Governance
Model portability, never lock-in — frontier, sovereign, or open source. Authorized skills, models and spend controls. ROI per artifact vs the human baseline, audit-ready from day one.
Products
The platform to get you there.
Prompeteer
Scored prompts and skills from plain intent
Prompts, skills and workflows from plain intent — scored across 16 quality dimensions, grounded in individual and organizational memory. Web app, MCP server, Chrome extension.
Visit prompeteer.aiMemory
Your company context, every generation
Individual and team context that composes into every generation. Domain expertise, institutional knowledge and company voice — always present, never re-explained.
Explore MemoryZero Slop
Detect, rewrite, and verify AI content
Scores AI-assisted writing 0–100, points at the exact words dragging it down, rewrites them, and verifies every fact stayed in. Open source, MIT, one line to install.
Learn moreMeridian
Embedded engineers. Proven ROI.
Engineers embed with your team, identify high-value workflows, transform each into a governed and scored skill, and prove ROI before a full rollout. The product does 80% of the work.
Talk to usSignal
The agentic enterprise, weekly
Research, benchmarks, and real-world patterns from companies deploying agentic AI. No hype.
Subscribe freeSame models. Very different results.
The difference was never the AI model. It was always the system around it.