Summary

FAQs

• How much content do I need to provide for the model to work effectively?

  The more content you can provide, the better the model can replicate your voice and reasoning. However, even a small volume of multi-modal content—like a few blog posts, a handful of emails, or some recorded Zoom calls—can serve as a solid foundation.

• What’s the timeline to get a functional result?

  A prototype is typically ready in days, with a fully calibrated model delivered in weeks. The additional time is spent refining the model collaboratively to reflect your voice and intent with precision while field-testing against edge cases and exceptions.

• What if the model creates something I wouldn’t say or write?

  The collaborative fine-tuning process ensures the AI stays grounded to your priorities and parameters. If something feels "off," we can recalibrate the model to eliminate those discrepancies. Additionally, the intent modeling framework guards against this by focusing on “why” you communicate, rather than surface-level mimicry.

• What safeguards are in place to prevent unwanted biases or AI "hallucinations"?

  The model relies on your pre-existing content as its foundation, which ensures it stays aligned with your voice and knowledge. Additional material, like industry regulations, case studies, and more, is layered onto this foundation for accuracy. Bias mitigation techniques and thorough quality control are applied to ensure factual integrity in all outputs.