Context
A mid-market e-commerce brand wants to integrate Jasper into its existing marketing workflow so campaign managers can generate, review, and publish on-brand copy inside tools they already use: Salesforce, HubSpot, Google Docs, and a lightweight internal approval system. Today, copywriters manually move briefs between systems, causing slow turnaround and inconsistent brand voice.
Constraints
- p95 end-to-end latency: 4,000ms for draft generation after a user submits a brief
- Cost ceiling: $12K/month at 150K generations/month
- Hallucination ceiling: <2% of outputs may contain unsupported product claims or incorrect pricing on a 300-example golden set
- Safety: must resist prompt injection from CRM notes or imported documents, avoid leaking customer PII, and refuse disallowed claims (e.g. regulated health promises)
- Reliability: if downstream systems are unavailable, the workflow must degrade gracefully and preserve drafts for retry
Available Resources
- Structured inputs from Salesforce opportunities, HubSpot campaign metadata, product catalog APIs, brand guidelines, and approved messaging docs
- Historical examples of approved and rejected copy, with reviewer comments
- Access to an approved LLM provider, embeddings, and function/tool calling
- Existing internal approval API and audit logging service
Task
- Design an integration architecture that lets Jasper generate and revise copy within the customer's existing workflow, including where retrieval, tool use, and human approval fit.
- Specify the prompting strategy and agent/tool boundaries so outputs stay grounded in approved brand and product data rather than free-form model knowledge.
- Define an evaluation plan before launch, including offline golden-set testing and online metrics for quality, safety, latency, and business impact.
- Estimate cost and latency at the target volume, and explain what changes you would make if the system exceeds either budget.
- Identify key failure modes such as hallucinated claims, prompt injection from imported content, stale product data, and workflow/API outages, with mitigations.
