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AI Workflow & Context Survey
Section 1 — About You
What best describes you?
*
A
Software Engineer
B
Founder
C
CTO
D
AI Engineer
E
Student
F
Other
How often do you use AI?
*
A
Many times a day
B
Daily
C
Weekly
D
Occasionally
Which AI models do you use?
*
ChatGPT
Claude
Gemini
DeepSeek
Grok
Ollama
Other
Section 2 — The Problem
Have you ever switched between AI models during the same project?
*
A
Yes
B
No
What happens when you switch?
*
I copy/paste previous chats
I rewrite the context
I start over
I summarize manually
I don’t switch models
How frustrating is this?
*
0
1
2
3
4
5
6
7
8
9
10
Approximately how much time do you spend each week re-explaining context to AI?
*
A
Less than 10 minutes
B
10–30 minutes
C
30–60 minutes
D
1–3 hours
E
More than 3 hours
Have you ever lost important project context because AI forgot previous conversations?
*
A
Yes
B
No
Section 3 — Cost
Approximately how much does your team spend on AI each month?
*
A
$0
B
<$50
C
$50–200
D
$200–1,000
E
$1,000+
Which is your biggest concern?
*
A
Cost
B
Context loss
C
Privacy
D
Vendor lock-in
E
Speed
F
Reliability
Section 4 — Solution Validation
Imagine a platform that lets you switch between GPT, Claude, Gemini, and local models without losing context. It automatically remembers your project, reduces repeated prompts, and works through a single OpenAI-compatible API.
How valuable would this be?
*
0
1
2
3
4
5
6
7
8
9
10
Which feature is most valuable?
*
A
Persistent memory
B
Multi-model switching
C
Lower AI costs
D
Team memory
E
Context inspector
F
Automatic model routing
Would you try this if there were a free plan?
*
A
Definitely
B
Probably
C
Maybe
D
Probably not
E
No
If it saved your team time or reduced AI costs, how much would you expect to pay each month?
*
A
Free only
B
$10–20
C
$20–50
D
$50–100
E
$100+
Section 5 — Customer Discovery
Would you be interested in trying an early beta?
*
A
Yes
B
No
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