The blank box problem
Most people lose the prompt war at the cursor — no context, no library, no vocabulary. Korvai gives you the system so every session starts loaded.
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01 — Context
Every new session starts the same way. “I'm a senior PM at a B2B SaaS company. We sell to mid-market RevOps teams. Our writing voice is direct, no marketing fluff.” Three paragraphs of preamble before you can ask the actual question.
Skip it and the AI guesses. You get a draft pitched at a generic startup audience, in a voice that isn't yours, solving a problem that's adjacent to yours. Half your session is spent dragging the AI back to your reality.
Every session is day one.
02 — Prompts
You're already running a prompt library. It just lives in four tools, has no tags, and only you can use it. Screenshots from X. Bookmarks from prompt-engineering threads. The brilliant one you wrote yourself last Tuesday, pasted into a Notion page called “AI stuff.”
Notion search returns 12 results. None are what you wanted. Google Docs is worse. Slack DMs to yourself are a graveyard. You re-write the prompt from scratch and it's not as good as the one you can't find.
Every great prompt you don't capture is a tax on every future session.
The Korvai sidebar — in any AI tool.
03 — Skills
Tacit-knowledge trap.Your 9-step contract review, your launch brief checklist, your bug triage process — it lives in your head and nowhere else. When you onboard someone, you can't hand them the workflow. When you come back to it after a month, you rebuild half of it from scratch.
The authoring wall. “Just write it down” sounds easy. Then you open a blank form: Goal. Trigger. Steps. Output format. Allowed tools. You stare at it for ten minutes and close the tab. Writing a real SOP from a blank page is its own job.
The sharing wall. Even if you finish, sharing it is worse. The official path involves a SKILL.md file, a GitHub repo, frontmatter you have to look up, and asking every teammate to git clone and git pull. Most knowledge workers don't use git. The skill never leaves your laptop.
The old way
With Korvai
The tools don't level — they amplify
The leap isn't that anyone can now do the work. It's that the people who were already good get dramatically better — while everyone else gets a modest bump. AI is the most powerful skill amplifier we've ever built, and the distance between the top and the middle is opening fast.
Korvai is how that amplification spreads instead of concentrating — your best person's context, prompts, and workflows, captured once and runnable by everyone.
8×
Among knowledge workers using AI, top performers pull roughly eight times the productivity gain of the rest.
Source: Brynjolfsson et al. · generative-AI productivity research.
The shadow is the signal
The senior people you respect are already doing this — quietly, in private tabs, with prompts they keep to themselves. The official rollout, the approved tool, the standardized prompt library: those always arrive a year after the practice is real.
Korvai isn't a new discipline to learn. It's a home for the discipline you're already practicing.
52–68%
of knowledge workers use AI tools their employer hasn't approved.
2×
Decision-makers do it at twice the rate of everyone else (65% vs. 31%).
72%
In enterprises with 1,500+ employees, the shadow rate climbs to 72%.
Sources: PagerDuty / Wakefield · Okta / Apprize360 · Lenovo Work Reborn · 2026 workforce surveys.
“Korvai didn't just save me time — it changed how my whole team uses AI. We wrote our core workflows as Skills, shared them across the team, and now everyone gets consistent, high-quality output from day one. Context and prompts are the foundation. Skills are what made it a real system.”
Head of Operations, 40-person consultancy · early access team
How it works
Twenty minutes to load your system. Every blank box after that is half-filled before you start.
01 — DEFINE
Describe your role, company, current projects, standards, and tone in the structured editor. Once it's written, you never explain yourself to an AI again.
02 — BUILD
Save the prompts that get great results. Turn your best repeatable workflows into Skills — step-by-step SOPs that run in Claude Code as slash commands.
03 — RUN
Open any AI tool, click the extension, select your context and prompt, hit inject. Or invoke a Skill in Claude Code. Your full system travels with you everywhere.
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Coming soon
Close the gap between your best people and the rest — standardise their workflow as shared Skills.
Shared context libraries, standardised prompts across your team, usage analytics, admin controls.