Dextra Labs
Dextra Labs is a global enterprise AI consulting firm delivering LLM solutions, AI agents, RAG, and also technical due diligence for VCs, PE firms, and M&A teams.
— from dextralabs.com
Published solutions
What stands out in their work
Add 20–30% for data that was never audited
“The rule of thumb from our engagements: if your data has never been audited or structured for machine consumption, add 20 to 30 percent to whatever the consulting firm quotes for the build, because data preparation will consume that time.”
Exhaust prompt engineering and RAG before fine-tuning
“This is worth stating clearly because some consulting firms default to custom training when prompt engineering or RAG-based approaches would deliver comparable results at a fraction of the cost. If a firm recommends fine-tuning before exploring simpler approaches, ask them to justify why.”
Refuses vague success criteria before pilot work starts
“The founders who get the most value from POCs are the ones who define success criteria before the work starts. "Does AI work for our use case" is not a success criterion. "Can an AI system extract invoice line items with 95% accuracy from our specific document formats" is.”