Your code is full of numbers nobody actually knows. What this repair will cost. How long this ticket will sit. What this listing is worth. So you hardcode a constant, or ask an LLM and get a confident shrug. maap answers with a range instead of a guess. Send the record as plain text, get the number, the spread around it, and the odds of crossing any threshold you set. Trained with RLCE, Reinforcement Learning for Calibrated Estimations. Guess the price yourself, then watch the band appear.