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Feb 2023 Same LLC
N e x t G e n - E x p e r t S y s t e m
b a s e d o n f i n e - t u n e d L L M
02
SameAI LLC
Vision
We forecast the disruption of the Management Consulting industry by
Generative AI, in particular in the fields of:
โ€ข Reporting services (e.g. PMO*)
โ€ข Knowledge management
โ€ข Support to decision-making*
โ€ข Collaboration
New markets can be also opened targeting SMEs, lowering cost of
consulting services provided with a next-gen expert system, based on
ChatGPT API using fine-tuned LLMs (commercially called Experts).
03
Problems
SameAI LLC
ChatGPT canโ€™t be used for production without resolving the
hallucination problem.
Dedicated LLMs are not a viable solution today, because of
the high cost of training.
Fine-tuning is the only viable way, but organizations
have very poor data quality*
04
Solutions
At SameAI we created RecapGPT a tool using the
summarization of documents for reducing the probability
of hallucinations of ChatGPT API. With a human in the
loop, high quality feedback and data (reports) will be
created and collected with the help of ChatGPT API itself.
They will be used for:
โ€ข Fine-tuning models (Experts) to be shared among
RecapGPT users
โ€ข Fine-tuning models dedicated to paying organizations
ReinstructGPT is the tool dedicated to fine-tuning.
SameAI LLC

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SAMEAI Pitch Deck 3.4.2023.pdf

  • 1. Feb 2023 Same LLC N e x t G e n - E x p e r t S y s t e m b a s e d o n f i n e - t u n e d L L M
  • 2. 02 SameAI LLC Vision We forecast the disruption of the Management Consulting industry by Generative AI, in particular in the fields of: โ€ข Reporting services (e.g. PMO*) โ€ข Knowledge management โ€ข Support to decision-making* โ€ข Collaboration New markets can be also opened targeting SMEs, lowering cost of consulting services provided with a next-gen expert system, based on ChatGPT API using fine-tuned LLMs (commercially called Experts).
  • 3. 03 Problems SameAI LLC ChatGPT canโ€™t be used for production without resolving the hallucination problem. Dedicated LLMs are not a viable solution today, because of the high cost of training. Fine-tuning is the only viable way, but organizations have very poor data quality*
  • 4. 04 Solutions At SameAI we created RecapGPT a tool using the summarization of documents for reducing the probability of hallucinations of ChatGPT API. With a human in the loop, high quality feedback and data (reports) will be created and collected with the help of ChatGPT API itself. They will be used for: โ€ข Fine-tuning models (Experts) to be shared among RecapGPT users โ€ข Fine-tuning models dedicated to paying organizations ReinstructGPT is the tool dedicated to fine-tuning. SameAI LLC