// AI-NATIVE FEEDBACK LAYER
Delegate the hard part to us.
Transform nuanced text responses into context-aware intelligence. Feedback plumbing built for growth.
- Unlimited responses
- multi-pass ai flow
- free documentation
- Imports & exports
- Discord community access
- Anonymous by default
ai-native feedback tool & form software
- lumeforms uses a multi-pass analysis flow to transform text responses into clear themes & actionable intelligence.
- 1Validate & Extract2Bundle3Assign & Rank
- You provide the context so lumeforms can deliver insights tailored to your specific use case and goals.
- No more manually sifting through responses. Delegate it to lumeforms.
No more manually sifting through responses. Delegate it to lumeforms.
Pricing
- All plans include a 21-day money-back guarantee (automatic refund; no email required).
- Most users start with the Standard plan.
All plans include a 21-day money-back guarantee (automatic refund; no email required).
Most users start with the Standard plan.
Frequently Asked Questions
How does the ai analysis work?
We run a multi-pass analysis for each text question. Here's the simplified process:
- Validate responses and extract ideas.
- Group similar ideas into themes, generate sentiment and actionable insight text.
- Have the ai assign each theme an importance level (low / medium / high) based on a combination of importance and frequency (70 / 30).
We use Gemini 2.5 Flash Lite for high-volume steps (idea extraction and bundling). For nuanced analysis (deduplication, sentiment summaries, actionable insights, and importance ranking), Standard uses Gemini 3.1 Flash Lite; Studio uses Gemini 3.1 Flash with Thinking.
How do Analysis Credits work?
Each response to each text question uses one analysis credit.
For example: (assuming 100% completion)
- 100 responses × 3 text questions = 300 credits
- 1,000 responses × 2 text questions = 2,000 credits
- 500 responses × 10 text questions = 5,000 credits
Your daily limit resets every 24 hours.
Most users on the Standard plan don't exceed the daily limit.
Is lumeforms right for me?
lumeforms is an opinionated, ai native feedback tool and form software that slots into your existing workflow seamlessly. It is purpose-built to transform feedback into tailored business intelligence while saving you as much time and mental bandwidth as possible.
Choose lumeforms if you are actively collecting or planning to collect responses from an audience and want an intuitive high-leverage feedback tool.
21-day money-back guarantee (automatic, no email required). Check out our free documentation or email akhil@lumeforms.com for support at any time.
Why lumeforms instead of existing tools or traditional feedback methods?
Most feedback tools are built around collecting responses and showing charts, but they don't reliably do the hard part: turning walls of nuanced free-text feedback into high quality analysis.
Additionally, lumeforms creates intentional channels for audiences to drop honest/blunt feedback that you might not have received otherwise.
Finally, lumeforms is built to be feedback infrastructure that does not require sustained high effort to use. Once you enable it, it becomes an effortless mechanism for continuous improvement and growth.