Write the problem hypothesis
For [specific user], completing [job] is difficult because [missing capability], causing [measurable consequence].
You can name one user, one situation and one measurable consequence without proposing a feature.Support few more llms
Evidence observed in langchain-ai/social-media-agent, a Marketing project.
2 comments0 positive reactions617 days openProject Radar 82
Start free validation sprint4 guided steps · private notes · cloud sync
REPEATED ACROSS 8 PROJECTS
Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.
Project strength and demand confidence are measured separately.SOURCE EVIDENCE
Read original GitHub Issue ↗Start with what users actually said
Reporter context: Only anthropic is supported as of now Is there any plans on supporting other llmsExcerpted from the public Issue. Read the complete thread before interpreting it.
Recruit: Recruit people running a current campaign, channel or content workflow—not people reacting to an idea pitch.
Guardrail: Measure completed workflow, time saved or a real distribution commitment; do not treat clicks or compliments as proof.
Interview five marketers or growth operators
- When did you last need this?
- What outcome were you trying to reach?
- What did you use instead?
- How often does this occur?
- What commitment would prove it matters?
Run the smallest experiment
Deliver the outcome manually or with a narrow prototype before building a reusable feature.
A user completes the real workflow and commits time, data, distribution or budget to repeat it.Measure completed workflow, time saved or a real distribution commitment; do not treat clicks or compliments as proof.Make a build decision
- Build: repeated pain and active commitment
- Narrow: pain is real but the audience or job differs
- Stop: weak frequency or no behavioral proof
Why this brief exists
Information has value only when it changes action. This page turns one public signal into a bounded validation exercise. It is a research aid, not proof of demand, investment advice or a product recommendation.