Quid cuts analyst report cycles from six hours to under an hour using n8n for LLM-powered market intelligence orchestration
All technical build work flowed through Quid's core engineering team, creating time-zone bottlenecks that extended POC cycles and let customer requirements evolve before implementation caught up. Institutional knowledge of newly built capabilities stayed close to the teams that built them, limiting reuse across Quid's portfolio of specialised data systems.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Request via form or chat interface
Forms and chat surfaces allow colleagues across the business to trigger complex workflows without engaging with the underlying implementation.
Tools used
n8nClaudeOpenAIOpenRouterMCP
Outcome
n8n orchestration cut individual analyst report cycles from around six hours to under an hour, freed capacity previously consumed by a week-long Commerce Factory reporting process, and enabled Quid to launch a daily reporting product tier that was not viable under a manual delivery model. Over 2,000 analyst hours were saved across 473,000+ workflow executions in the past year, and POC turnaround compressed from months to a single day.