GAUGE-01

AI Feasibility Study

Find out if a custom model is actually worth building — before you commit 6 months and $500K.

$6,000report5 days
[ WHO IS THIS FOR ]

CTO or ML team lead at a company that has evaluated off-the-shelf models and is seriously considering building a custom model for a specific use case.

You need this when:

  • Foundation models are not hitting your performance targets
  • Data privacy rules prevent using third-party model APIs
  • Cost analysis shows API spend would justify custom model at scale
  • Board or investors asking about AI moat and defensibility
  • ML team wants to validate a custom model proposal before committing budget
[ ROI FRAME ]
RETURN ON INVESTMENT

Custom model projects that fail to reach production typically cost $200K–$1M+ and 6-18 months. This study costs less than 1% of that and either validates the investment or saves you from making it.

WHAT YOU GET
  • 20-35 page feasibility study report
  • Data quality and quantity assessment
  • Model architecture recommendations with trade-off breakdown
  • Realistic performance projections based on your data
  • Training infrastructure requirements and cost estimates
  • Build timeline with milestones
  • Build vs. buy analysis with clear recommendation
  • Risk assessment (technical, timeline, cost)
  • 45-minute live discussion of findings
WHAT YOU PROVIDE
  • ML task description and success criteria
  • Current approach and performance metrics
  • Sample dataset (anonymized if needed)
  • Infrastructure inventory (compute, storage, MLOps tools)
  • Business requirements (latency, throughput, accuracy targets)
  • Budget range for model development
[ CALENDAR ]

Scheduling happens after purchase. We will reach out within 1 business day to coordinate times.

Technical Discussion45 minDay 5 (delivery)
[ ALTERNATIVES ]
  • Internal ML team assessment (no external benchmark data)
  • Vendor feasibility study (inherently biased toward building)
  • Start building and learn as you go (highest cost path)
  • Academic consultation (slow, expensive, not business-focused)