Build a panel. See what they think. Test what to change next.
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Connect your LLM
SGO works with any OpenAI-compatible API. Your key stays in your browser and is sent to the server only via encrypted headers — never logged, stored, or visible in URLs.
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Panel data needed
SGO panels are built from real census-grounded personas. Pick a country to load — this is a one-time setup.
1
Build your panel review
Paste what you want reviewed, set your goal and audience, and let the panel react.
ProductResumePitchPolicyListingBlog Post
Optional — if set, SGO translates score changes into predicted metric changes.
Panel settings
Starting...
0/10
0
would say yes
0
unsure
0
would say no
Full analysis
2
Test what to change next
Testing changes with people who are on the fence — the ones who could go either way.
Analyzing concerns...
Priority Actions
#
Change
Avg Impact
Range
Helps
Hurts
3
Check panel realism
See whether your panel reacts more like real people or more like an LLM.
Based on CoBRA (CHI'26).