SYMAR
Integration of a multimodal LLM system for a superior user experience
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Symar.ai (formerly Opinio.ai) is an innovative platform that provides businesses and researchers with synthetic personas and data-driven insights. By simulating human-like interactions, it enables market research, product testing, and consumer behavior analysis without the limitations associated with traditional methods. The platform focuses on flexibility, speed, and innovation, helping clients obtain immediate answers and strategic insights that support their business growth.

Symar.ai was originally set up with a single, hard-coded language model. This involved basic functionality: limited choices, inconsistent respondent quality, and rapid response to the new AI regime.
For users, this meant lower platform appeal and frequent frustration when working with synthetic personas, as a single model could not meet diverse requirements. To meet demands and expand its audience, Symar.ai needed to build a flexible architecture supporting multiple models simultaneously.
- Limited flexibility for users
- Inconsistent response quality
- Speed in Innovation and Developer Platforms
We have redesigned the platform architecture and enabled the integration of multiple language models from leading providers such as OpenAI, Google, Anthropic, and Mistral. Users have thus gained the ability to choose the model that best fits their specific needs.
To ensure higher interaction quality, we implemented advanced prompting techniques (prompting chains). This ensures the accuracy and relevance of generated responses and synthesized personas.
We also have a new user interface — model selection is now intuitive and switching between models is easy. The result is a platform that offers users greater control and a better user experience.
- Integration of multiple models (OpenAI, Google, Anthropic, Mistral)
- Advanced prompting for high-quality responses
- User-friendly interface for easy model selection
