Every missed pattern, delayed forecast, or manual judgment is a decision made by default. Taliferro builds machine learning systems that turn data into predictions, recommendations, and actions your team can use.
TL;DR We help teams ship AI— from strategy to working models. Predict who will respond, when to follow up, what to recommend, and where to automate.
Right now, decisions that could be predictions are being made by default: a rep guesses which leads to call first, a planner orders inventory based on last month's gut feeling, a support queue gets triaged in the order tickets arrived instead of the order they matter.
A churn forecast that arrives after the customer already canceled isn't a forecast — it's a postmortem. The bar for a model isn't accuracy on a slide. It's whether the prediction shows up in time to change what happens next.
We build toward a specific decision you're already making by hand — who to call first, what to flag for review, what to reorder — and design the model around that decision, not around the data for its own sake.
Propensity scoring · forecasting
Classification · summarization · RAG
Detection · OCR · quality checks
APIs · data pipelines · MLOps
Discover how other businesses are using machine learning to grow.
Use AI consulting when you need strategy, use‑case discovery, and rapid prototypes. Use Machine Learning consulting when you’re ready to build predictive models (classification, regression, NLP, computer vision) that integrate with your systems.
Discovery 1–2 weeks, prototype 2–6 weeks, pilot 4–8 weeks depending on data access and integration complexity.
Start with what you have: CRM/email events, product usage, tickets, spreadsheets. We assess quality, fill gaps, and design features that drive accurate models.
Business outcomes first: reply rate, retention, conversion, hours saved. We track model metrics (AUC, MAE) but optimize for revenue and efficiency.
We give AI and machine learning work a practical frame: what should happen next, who should act, what gets measured, and where momentum is breaking down.
