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Example Cases

From factory floors to SOC dashboards to sales pipelines — outcomes where it matters.

Manufacturing & Supply

Automate planning, quality, inventory, and maintenance reasoning. Obsigen connects to your ERP/MRP data and turns complex operational questions into actionable plans.

APS (Scheduling)

Changeovers, alternative "what-if" scenarios, capacity balancing across production lines.

Predictive Maintenance

Early warnings, auto-booking, technician readiness — before failures happen.

Quality Control

Anomaly detection, NCR drafts, 5-Whys templates — automated quality workflows.

MRP & Inventory

Dynamic safety stock synchronized with e-commerce/CRM demand signals.

Example Prompt
"Machine downtime for 12 hours — rebuild schedule, quantify delivery risk, suggest changeovers, draft comms for sales."

Obsigen will analyze the schedule, calculate impact, propose alternatives, and generate a ready-to-send email — all in one conversation.

API Example · OpenAI-compatible
curl https://api.obsigen.com/v1/chat/completions \
  -H "Authorization: Bearer $OBSIGEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "obsigen-pro",
    "strategy": "hybrid",
    "messages": [
      {"role": "system", "content": "You are a manufacturing planning assistant with access to ERP/MRP data."},
      {"role": "user", "content": "CNC-4 is down for 12h starting tomorrow 6AM. Rebuild the production schedule for lines 1-3, quantify delivery risk for orders due this week, suggest optimal changeover sequence, and draft a notification email for the sales team."}
    ],
    "tools": ["file_analysis", "code_execution"],
    "temperature": 0.3
  }'

Cybersecurity / SOC

Obsigen supports SOC workflows as a copilot for triage, enrichment, and documentation — accelerating response times without replacing human judgment.

SOC Copilot

Alert triage, TI/OSINT enrichment, SOAR playbook draft generation.

ASM / Exposure

Attack surface mapping, risk prioritization aligned with business impact.

DLP & Classification

PII/PHI/secret classification and masking policies.

Phishing & Awareness

Phishing simulations, personalized scenarios, and knowledge scoring.

Example Prompt
"Summarize these alerts, enrich with OSINT, correlate campaigns, propose response steps, generate a report."

Obsigen will analyze alerts, search threat intelligence, find patterns, suggest containment actions, and produce an incident report document.

API Example · OpenAI-compatible
curl https://api.obsigen.com/v1/chat/completions \
  -H "Authorization: Bearer $OBSIGEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "obsigen-pro",
    "strategy": "swarm",
    "messages": [
      {"role": "system", "content": "You are a SOC analyst assistant. Enrich alerts with OSINT, correlate IOCs, and produce structured incident reports."},
      {"role": "user", "content": "Analyze these 14 firewall alerts from the last 6h. Enrich source IPs with threat intel, check for known C2 infrastructure, correlate with any active campaigns, and generate an incident report with MITRE ATT&CK mapping."}
    ],
    "tools": ["web_search", "file_analysis"],
    "temperature": 0.2
  }'

Sales & Service

Accelerate pipeline operations and customer communications. From forecasting to creative automation to contact center support.

Pipeline Forecasting

Scenarios, campaign variants, next-best actions based on CRM data.

Creative Automation

On-brand ad and landing page variants aligned with your brand voice.

Contact Center Copilot

Call summaries, suggested replies, sentiment analysis in real time.

Example Prompt
"Create 3 campaign angles, landing structure, and objection-handling reply kit aligned with our brand voice."

Obsigen will research your brand, generate three creative concepts with landing page wireframes, and produce a sales enablement document.

API Example · OpenAI-compatible
curl https://api.obsigen.com/v1/chat/completions \
  -H "Authorization: Bearer $OBSIGEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "obsigen-pro",
    "strategy": "react",
    "messages": [
      {"role": "system", "content": "You are a sales and marketing strategist. Generate campaign concepts aligned with brand guidelines."},
      {"role": "user", "content": "Based on our Q1 CRM data (attached), create 3 campaign angles for the spring product launch. Include landing page structure, ad copy variants, and an objection-handling reply kit for the sales team."}
    ],
    "tools": ["file_analysis", "web_search", "image_generation"],
    "temperature": 0.6
  }'

Chatbots & Assistants

Deploy intelligent, context-aware chatbots and virtual assistants powered by Obsigen's multi-agent engine. From customer-facing support bots to internal knowledge assistants — built on enterprise-grade infrastructure with full RAG support.

Customer Support Bot

RAG-powered answers from your knowledge base, product docs, and FAQs. Escalation to human agents when needed.

Internal Knowledge Assistant

Employees ask questions about policies, procedures, or technical documentation — grounded in your internal data.

Multilingual & Multichannel

Deploy across web, Slack, Teams, or custom apps. Automatic language detection and response in 50+ languages.

Onboarding & Training Bot

Interactive onboarding flows, quizzes, and adaptive learning paths driven by AI — personalized per employee role.

Example Prompt
"A customer asks: 'Can I return a product after 30 days?' — answer using our return policy docs and suggest next steps."

Obsigen retrieves the relevant policy via RAG, formulates a clear answer, and offers actionable options — return form link, support ticket, or agent handoff.

API Example · OpenAI-compatible
curl https://api.obsigen.com/v1/chat/completions \
  -H "Authorization: Bearer $OBSIGEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "obsigen-pro",
    "strategy": "fast",
    "messages": [
      {"role": "system", "content": "You are a customer support assistant for an e-commerce store. Use RAG to answer from the knowledge base. Be helpful, concise, and professional."},
      {"role": "user", "content": "Can I return a product after 30 days? I bought a jacket on March 2nd and it does not fit."}
    ],
    "rag": {
      "collection": "support-kb",
      "top_k": 5
    },
    "temperature": 0.2
  }'

Which use case fits your business?

Let's discuss your specific requirements and see Obsigen in action.