Pollagraph is a writing company that produces structured human reasoning datasets through its disciplined Writing in Parallel method. This process gives AI developers access to consistent, interpretable, and high signal training data for advanced model development.
Writing in Parallel
Current AI developers must rely on scraped internet text that contains expression rather than reasoning, and that single fact explains nearly every limitation facing modern AI systems. Models hallucinate, drift, misinterpret, and struggle with multi-step reasoning because the data they are trained on never contained real human thought in the first place. If the goal of AI is to reach human reasoning capability, it cannot succeed while learning from data that only shows how humans talk instead of how humans think. The only path to genuine reasoning in AI is to replace scraped text with structured human reasoning datasets, and Pollagraph is the first company built to supply that missing cognitive signal.
The AI Moment No One Prepared For
"Most educational institutions built their strength on knowledge.
AI just made that obsolete overnight."
AI has already reshaped education, altering the landscape that universities, colleges, and schools once relied upon. The traditional advantages of privileged access to knowledge and curated instruction are no longer exclusive. AI systems can retrieve information faster than any campus library or departmental archive, yet they cannot access the one resource educational institutions produce at scale: human reasoning. This gap between information and reasoning is now the defining challenge for higher education.
Writing in Parallel
Writing in Parallel gives institutions a way to generate Structured Human Reasoning Data (SHRD) which is an AI‑ready format that captures how people think rather than just what they write. By organizing Writing in Parallel sessions, a university, college, or school can turn student and faculty contributions into SHRD which also enables the institution to earn new revenue by licensing this high‑quality human reasoning data to AI companies.
What Happens in 90 Minutes
Every Writing in Parallel session follows a proven process that turns individual insight into Structured Human Reasoning Data (SHRD). As participants write in parallel, the institution begins to see how people think, where alignment naturally forms, and where hidden disagreements signal opportunities or risks. This process makes patterns of reasoning visible in a way traditional discussions cannot. It is structured discovery that reveals the organization’s thinking with clarity and precision.
0:00 — Open
The facilitator frames the session around a single strategic prompt and explains how the group’s responses will become SHRD.
0:15 — Write
All participants write a 5‑sentence paragraph in response to the prompt. The shared structure ensures every contribution becomes clean, comparable SHRD.
0:45 — Submit
Participants submit their paragraphs through dashgoer.com. The system validates structure, anonymizes responses, and assembles the full set into a unified SHRD dataset.
1:00 — Analyze
AI tools process the session’s written output as SHRD, identifying themes, tensions, alignments, blind spots, and opportunities with precision.
1:15 — Insight
The facilitator shows how the AI’s SHRD‑based analysis highlights how students develop and refine their thinking. Everyone leaves with a clearer shared understanding.
Simple, Transparent Pricing
One program. One price. Extraordinary results.
Book a Writing in Parallel Session
Delivers something different every time.
- Fresh prompt, fresh group, fresh intelligence — every session reveals something new.
- A proven 90‑minute format with a same‑day Insight Report.
- Schedule anytime, no minimum commitment, no long‑term contract.
- SHRD‑powered analysis surfaces your organization’s strongest themes, tensions, and opportunities.
- Actionable insights you can use immediately — leadership signals, new business ideas, and emerging patterns.
Free. Forever. Starting Now.
Every participant leaves with permanent free access.
- Full Writing in Parallel process at dashgoer.com
- No account, no login, no expiration
- Run it yourself on any team, any question, any time
- Built for intranets and isolated networks — reliable in any environment.
- Generates aligned paragraphs you can export, analyze, and reuse instantly.
All sessions delivered virtually via secure video platform. In-person sessions available upon request.