Technology & Research
Using Academic Papers as Market Evidence in a Business Plan
Why market evidence without academic sources can lose points in AI review, and practical ways to use KCI.
7 min read2026.10.01
OPENSEED · WIKI ARCHIVE
All guides
Search every guide and narrow the list by category.
Results 17
Technology & Research
What Should Computer Science Students Learn When AI Can Write the Code?
Why problem definition, abstraction, and verification remain the core of computer science even when AI writes the code.
8 min read2026.07.28
Technology & Research
The Real AI-Era Skill Is Not Prompting. It Is Reading and Critique.
Why reading, critique, and taste outlast prompting as the skills that matter for developers and founders.
8 min read2026.07.28
Technology & Research
Why One AI Isn't Enough — The Logic Behind Multi-Agent Review
Why the review uses several specialist mentors looking separately instead of one AI writing a single verdict.
7 min read2026.07.24
Technology & Research
Same Business Plan, Different AI Models — How Often Does It Actually Catch the Number Errors?
A verification experiment run across four models, for users who suspect AI review results change from day to day.
9 min read2026.07.14
Technology & Research
A Practical Guide to Impact Measurement (SROI and Logic Models) for Social Startups Doing It for the First Time
How a social startup measuring impact for the first time produces its first numbers with SROI and a logic model.
8 min read2026.07.06
Technology & Research
Prior Art Search Before Filing a Patent — A Founder's 5-Step DIY Method
A five-step DIY prior art search that screens out rejection grounds before you spend money on filing.
8 min read2026.06.22
Technology & Research
How to Explain TRL to Reviewers in a Deep Tech Business Plan
How technically strong deep-tech teams that keep failing reviews use TRL to prove where they actually stand.
8 min read2026.06.20
Technology & Research
What Is an AI Agent Review? How Is It Different From Just Asking a Chatbot?
Three structural differences between an AI agent review and a chatbot evaluation, for founders wondering what sets them apart.
8 min read2026.06.01
Technology & Research
Anthropic Just Automated Investment Banking — Why That's Good News for OpenSeed
What Anthropic's investment-banking agents signal for founders who doubted AI review reliability.
7 min read2026.05.06
Technology & Research
Human Bias in Business Plan Evaluation — Where AI Compensates for Halo, Anchoring, and Recency
How founders rejected by halo and anchoring bias in human review should look at divided AI review.
8 min read2026.05.06
Technology & Research
Can You Trust an AI Business Plan Review? — A 4-Point Checklist for Users
Four criteria for judging whether an AI business plan review deserves your trust the first time you use one.
6 min read2026.05.05
Technology & Research
Why OpenSeed Uses 17 Evaluation Roles
Why OpenSeed defines 17 evaluation roles and matches professional perspectives to the business.
6 min read2026.05.05
Technology & Research
Same Business Plan, Same Score — The Value of Consistency in AI Review
Why consistency matters if AI review results change every time you resubmit the same plan.
5 min read2026.05.05
Technology & Research
When AI Says '85 Points,' Can You Trust It? — Understanding Calibration
How to read the number when an AI scores your plan 85 points: an introduction to calibration.
5 min read2026.05.05
Technology & Research
Can You Trust an AI Business Plan Review?
The multi-layer verification structure to check first if you doubt an AI business plan review result.
11 min read2026.05.01
Technology & Research
What Makes OpenSeed Different — A Patent-Protected AI Review Architecture
What two Korean patents change for founders who stalled out evaluating business plans with GPTs.
8 min read2026.05.01