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Example Cases

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

Pulls signal from anywhere. Produces something useful.

A chat window is just one surface. Underneath, Obsigen is a multi-agent worker that pulls from your real systems, reasons across them, and produces artefacts your team can act on — not just answers.

It pulls from

PDF · DOCX Spreadsheets Images · OCR ERP · CRM SaaS APIs Live web SharePoint Video frames Live sensors

It produces

Reports Briefings KPI dashboards Decision packs Draft emails Action lists Code / SQL Alerts Audit log

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

In 2026, adversaries automate reconnaissance, generate convincing phishing in thirty languages, and chain prompt-injection through RAG pipelines. Defenders need an engine that operates at the same tempo. Obsigen runs both shifts — red team operations against your stack, blue team copilot inside your SOC — on one auditable platform.

Red team Attack
  • Autonomous recon & attack-surface mapping
  • Vulnerability chaining across OWASP & LLM Top 10
  • Indirect prompt-injection probes against AI features
  • AI-generated phishing & pretexting, severity-scored
  • MCP-server abuse & agent-jailbreak attempts
Blue team Defend
  • Agentic SOC: alert triage with TI & OSINT enrichment
  • SOAR playbook drafts, executed under human approval
  • Behavioural baselining & anomaly explanation
  • Runtime guardrails for your own AI features
  • EU AI Act + NIS2 + DORA evidence packs, auto-assembled
Plus, day-to-day SOC work
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.

Modern SOC — red team and blue team operations on one platform
Example Prompt
"Take these 14 firewall alerts from the last 6h. Enrich source IPs with threat intel, check for known C2 infrastructure, correlate with active campaigns, and draft an incident report with MITRE ATT&CK mapping. Then propose three response playbooks — flag any action that needs executive sign-off."

Report ready in minutes — with sources, IOCs, and approval gates marked.

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. Enrich alerts, correlate IOCs, draft incident reports with MITRE ATT&CK mapping. Flag actions that require human approval."},
      {"role": "user", "content": "Analyze 14 firewall alerts (attached). Correlate with active campaigns, propose 3 response playbooks."}
    ],
    "tools": ["web_search", "file_analysis", "mitre_attack", "threat_intel"],
    "guardrails": {"require_hitl": ["block_ip", "isolate_host"]},
    "temperature": 0.2
  }'

Sales & Commerce

Most "AI for sales" stops at a chat window over your CRM. Obsigen connects the actual revenue stack — CRM, web analytics, ad platforms, payments, search, warehouse — and produces the artefacts your sales, marketing and finance teams already live in: dashboards, reports, briefings, draft replies. Not just answers, deliverables.

Pulls signal from Ingest
CRM (HubSpot · SF · Pipedrive) GA4 · GTM Meta · Google · LinkedIn Ads Stripe · Adyen · subscriptions Klaviyo · Mailchimp · Brevo Elastic · OpenSearch · GSC Snowflake · BigQuery · Postgres Shopify · WooCommerce · ERP
Produces, ready to ship Output
Power BI · Tableau feeds Grafana panels & alerts Board deck PPTX Weekly KPI brief Slack / Teams briefings Draft replies & sequences Ad creatives & landers Forecasts & cohort views
What teams actually run on it
Pipeline Forecasting

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

Cross-channel attribution

Combines GA4 events, ad spend, CRM stage transitions and revenue to explain — in plain English — what actually drove the quarter. With caveats and confidence flags.

Creative Automation

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

Search & merchandising intelligence

Pulls from Elastic / OpenSearch + GSC + on-site logs. Surfaces zero-result queries, ranking drift, cannibalisation — and drafts the catalogue, copy or rule fix.

Contact Center Copilot

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

Revenue intelligence — Obsigen across CRM, analytics, ads and BI
Example Prompt
"Pull last quarter from HubSpot, GA4 and Meta Ads. Compare blended CAC vs the previous two quarters by channel, flag stages where conversion dropped, and prepare a Power BI feed + a 6-slide board deck. Add a one-paragraph Slack summary for the leadership channel."

Dashboard, deck, brief — same run, same numbers, audit log attached.

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 revenue analyst. Pull from connected systems, reconcile numbers, produce deliverables for marketing, sales and the board."},
      {"role": "user", "content": "Q1 review: CAC by channel vs Q4 and Q3, conversion drop-offs, 3 spring campaign angles, board deck + Power BI feed + Slack TL;DR."}
    ],
    "connectors": ["hubspot", "ga4", "meta_ads", "stripe", "elastic"],
    "outputs": ["powerbi_feed", "pptx", "slack_message"],
    "tools": ["file_analysis", "web_search", "image_generation"],
    "temperature": 0.5
  }'

Operations command for live sports.

When the whistle blows, every second matters and every decision has eyes on it. Obsigen runs the operations layer behind live sporting events — race series, tournaments, leagues, championships — where certainty and speed are non-negotiable.

Pulls from timing systems, ticketing, security feeds, weather, social, broadcast logs. Produces the decisions the operations director actually needs — in seconds, with the audit trail to defend them later.

Real-time incident triage

Crowd density alerts, medical events, security flags — correlated across cameras, radio, and SOC feeds. Suggested response, dispatched with one approval.

Live ops dashboards

Weather, road closures, parking saturation, gate flow, on-course time gaps — assembled and explained for the event manager, not just plotted on a chart.

Multi-channel comms drafts

Athlete updates, sponsor mentions, press releases, social posts — drafted to your tone-of-voice the moment a decision is made, queued for human approval.

Post-event reporting

Full timeline reconstruction, incident logs, KPI report and sponsor deliverables — generated within hours of the closing ceremony, not weeks.

Defensible decisions

Every recommendation is logged with its inputs, the model version, and who approved it. Built for the inquiry afterwards, not just the moment.

Live event operations command centre
Example Prompt
"Crowd density at gate 4 hit 92% three minutes ago. We have weather warning for thunderstorms at 18:40. Race leader is 12 minutes from the finish. What should we tell the event manager, the gate ops, and the broadcast crew — right now?"

Three drafts, three channels, ready before the next radio call.

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. In 2026 a "chatbot" rarely means just text — it's voice, vision, and increasingly an agent that operates a browser or your back-office on the user's behalf. Obsigen ships all three surfaces with the same guardrails, audit trail and EEA hosting.

2026 surfaces — beyond text
Voice agents

Low-latency speech-to-speech for inbound & outbound phone, with barge-in and turn-taking. Hand-off to a human the moment confidence drops.

Browser-using agents

Operator-style agents that complete a checkout, fill a tender form, reconcile a portal — under your policy, with screenshots in the audit log.

Multimodal in/out

Takes photos, screenshots and PDFs as input. Returns charts, annotated images or generated mockups — not just words.

MCP-native & tool-using

Connects to your tools via Model Context Protocol — your ticketing system, ERP, calendar — with scoped permissions and per-tool audit.

Where teams deploy them
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.