All work
02Product created and built by SamLive

Context capture + AI workflow intelligence

Cosmo

The context layer between employees and AI.

Cosmo interviews employees, builds tool-ready briefs from incomplete requests, and saves the context and prompting patterns behind the work. Organizations can then see how AI is being used and what to build next.

Cosmo

The opportunity

The context layer between employees and AI.

Most AI tools start answering before they understand the assignment. Cosmo asks about the audience, sources, constraints, and desired result first. It builds a complete brief for the selected AI tool and saves the prompt and context so useful work can be found and reused.

Sam's scope

Product creator · Architect · Builder

Sam conceived and built Cosmo, including the context interview, prompt scoring, model routing, shared libraries, executive analytics, workflow layer, and MCP extension.

What Cosmo actually does

Cosmo interviews the work before it writes the brief.

Most AI interfaces start answering before the employee has explained the assignment. Cosmo asks the questions a capable teammate would ask and builds a complete brief from the answers. It briefs AI the way a strong manager briefs an employee, with source material, constraints, and a clear definition of done.

  1. 01

    Interview the work

    Start with rough intent, then ask for the goal, audience, sources, constraints, and definition of done.

  2. 02

    Build the brief

    Turn those answers into a structured assignment with the persona, context, task, sources, and output clearly defined.

  3. 03

    Brief the right AI

    Optimize the assignment for the model the employee is using, then preserve the context for the next turn.

  4. 04

    Learn from the pattern

    Preserve the context and prompt so repeated work can become a shared workflow, internal tool, or agent opportunity.

Cosmo inside other AI tools

Use Cosmo without leaving the AI tool.

Through MCP, employees can run Cosmo's guided builder inside compatible clients. Cosmo then optimizes the completed brief for the selected model and keeps the context with the work.

Use Cosmo through MCP

  • Claude
  • OpenAI Codex
  • Gemini
  • Other compatible clients

Optimize briefs for

  • ChatGPT
  • Perplexity
  • NotebookLM
  • And more

What leaders can see

The work becomes a data set the organization never had.

Cosmo saves the brief, source context, model choice, and usage pattern for every task. That gives leaders a view of how AI is being used and which recurring jobs should become shared infrastructure.

For employees
A briefing process designed to reduce avoidable back-and-forth and repeated context-setting.
For teams
A shared prompt library with the context behind the work.
For leaders
A record of AI use that reveals the next workflow, tool, or agent to build.

The executive view

See how the organization is actually using AI.

The dashboard shows who is using AI, what they are trying to accomplish, and which tasks repeat often enough to justify a workflow or product.

Executive DashboardIllustrative organization

Quarter viewSynthetic data

AI Building Momentum

Prompt quality, captured context, reusable assets, and emerging workflow patterns.

Representative quarter
Prompt score
91/100+7 pts
Prompt library total
428Reusable work briefs
Active prompters
24Participating this period
Workflows released
3In this illustrative period

Quality and library contribution

Score
  • ProductContext-rich briefs
    92 out of 100, up 6 points
  • OperationsContext-rich briefs
    87 out of 100, up 9 points
  • StrategyContext-rich briefs
    84 out of 100, up 4 points

Prompt Library Highlights

Reusable work briefs

Top
  1. Prompt score: 98 out of 100
    Planning

    Synthesize customer feedback into product priorities

  2. Prompt score: 96 out of 100
    Writing

    Draft a launch brief from source material

  3. Prompt score: 94 out of 100
    Strategy

    Turn meeting decisions into an execution plan

Model Preferences

Tools selected in the prompt builder

  • Claude30%
  • ChatGPT26%
  • OpenAI Codex18%
  • Gemini14%
  • Other12%
Illustrative organization · prompt titles, activity, and metrics are synthetic; product names identify representative tools