Product

Generative AISemantic analysisAutomatic synthesis

AI that understands your questionnaires and makes your responses speak.

Question generation, semantic analysis of open responses, topic clustering and narrative synthesis: Harmate's AI assistant supports you at every step.

Question generation

In 1 click

Describe your need, AI creates your questions instantly.

Semantic analysis

Real-time

Every response is decoded upon submission.

Narrative synthesis

Automatic

Sentiment, key themes and score out of 10 in one summary.

AI acts at every step

1

Questionnaire creation

Describe your goal in a few words. AI generates relevant open questions, ready to be customized or used directly.

2

Response analysis

Each text response is semantically analyzed: skill extraction, personality traits, themes and sentiment nuances.

3

Topic clustering

AI automatically groups similar responses by theme. Identify emerging trends without reading each response individually.

4

Synthesis and recommendations

Receive an automatic narrative summary: overall sentiment, dominant themes, watch points and quality score. AI guides you toward concrete actions.

Everything AI does for you

AI question generation

Describe your need in one sentence. AI instantly suggests impactful open questions, ready to send.

Deep semantic analysis

AI reads every response and extracts the essence: skills, soft skills, weak signals. Nothing escapes you.

Automatic clustering

Hundreds of responses? AI groups them by theme instantly. Visualize trends without reading every verbatim.

Automatic narrative synthesis

A clear structured summary for each questionnaire: dominant sentiment, key themes, alerts and overall score.

Profile similarity score

Instantly find complementary or similar profiles through semantic vectors. Intelligent matching, in one click.

Automatic language detection

French, English: AI automatically adapts to each response's language. Zero configuration.

Guaranteed service continuity

If an AI model is unavailable, Harmate automatically switches to another. Your analyses never stop.

Built-in privacy

Your data stays yours. Never used to train models, never shared with third parties.

Frequently Asked Questions

What AI models are used?

Harmate uses a combination of models: OpenAI for generation and synthesis, spaCy for linguistic analysis, and Ollama as a local fallback. The system automatically switches if a model is unavailable.

Is my data sent to third parties?

AI model calls are made through secure APIs with minimal data processing. No responses are stored by AI providers or used for model training.

Can AI generate questions for any context?

Yes. AI generates questions tailored to your description: training, recruitment, team building, events… You can then freely customize them.

How does topic clustering work?

The algorithm analyzes semantic vectors of each response and forms groups by thematic similarity. Each cluster gets an automatic label describing the dominant theme.

Does AI synthesis work in French and English?

Yes. Analysis and synthesis automatically adapt to the response language. The summary is produced in the questionnaire language.

Stop reading 500 responses by hand

Question generation, semantic analysis, clustering and synthesis: AI does in 30 seconds what used to take you hours.