All work
112024SCAD

Open-Ended Survey Response Coder

Challenge

Coding 30,000+ Arabic open-ended responses to a single fixed taxonomy used to take a team of 4 about 6 weeks.

Approach

Few-shot Arabic-first LLM coder with confidence thresholds; high-confidence answers auto-coded, low-confidence ones routed to a human-in-the-loop UI.

Impact

  • Reduced coding cycle from 6 weeks to 4 days
  • 92% agreement with the human gold-standard sample
  • Freed the survey team to focus on edge-case review
10×
speedup
92%
agreement
30K+
responses

Tech stack

GPT-4Azure OpenAIArabic NLPAngular

Ask anything about Open-Ended Survey Response Coder

AI scoped to this project · Llama 3.3 70B