Demo choices
Two complete cyclesAWS-based RAG assistant integrated with CRM. Shows Cloud + Software + AI/Data + IT-Security crews with privacy and cost approvals.
Cisco 120-branch secure network modernization. Shows all agents across sales, Cisco, cloud, security, finance, legal, operations, HR and MD approval.
Use Case 1 — AWS RAG assistant summary
Focused AI workflowDesign an AWS-based RAG assistant that answers from internal documents and CRM, with secure access, audit logs and cost estimate.
LangGraph manages the company-level graph. CrewAI manages specialist department teams. Validators act as independent reviewers.
Conditional approval. Proceed to discovery workshop, but require privacy, legal and finance validation before final proposal.
RAG workflow graph cycle
Customer asks for an AWS-based RAG assistant connected to internal documents and CRM.
Planner selects only required crews and excludes irrelevant teams.
Multiple crews run in parallel with their own sub-agents and tool permissions.
Validators check schema, permissions, RAG grounding, cloud readiness, API integration and data privacy.
Security wants strict logging controls; AI/Data needs conversation logs for evaluation.
High-risk decisions require human validation before customer-facing commitment.
After approval, the system generates final customer-ready recommendation and internal handoff notes.
RAG parallel specialist crews
AWS landing zone, private networking, observability, DR posture and budgetary cost assumptions.
Open workbench →CRM integration pattern, REST gateway, user roles, effort assumptions and delivery dependencies.
Open workbench →Hybrid retrieval, grounded answers, model assumptions, evaluation approach and token-cost range.
Open workbench →Conditional approval with PII masking, audit logging, SSO/MFA, KMS and SIEM logging controls.
Open workbench →RAG validator results
RAG final recommendation package
Use Case 2 — Cisco full-cycle enterprise modernization
All agents involved120-branch BFSI network modernization with Cisco SD-WAN, secure Wi-Fi, segmentation, SOC visibility and cloud connectivity.
Full Enterprise Proposal. The coordinator includes all agents because commercial, legal, security, delivery, people and executive approvals are required.
Improve branch uptime, secure local internet breakout, reduce operational complexity, support cloud apps and standardize branch architecture.
Conditional go-ahead. Final proposal blocked until BoM, security, legal, finance and delivery approvals are closed.
Cisco workflow graph cycle
Large BFSI customer asks for 120-branch network modernization with Cisco SD-WAN, secure Wi-Fi, segmentation, SOC visibility and cloud connectivity.
Coordinator selects Full Enterprise Proposal because this is commercial, technical, legal, security and delivery-heavy.
Cisco, Cloud, Security, Software, Product, Finance, Legal, Operations and HR run discovery in parallel.
Cisco validates LAN/WAN/WLAN/SD-WAN, Catalyst/Meraki fitment, licensing and indicative BoM assumptions.
Independent validators check Cisco best practices, security segmentation, cloud connectivity, finance margin, legal terms, delivery capacity and tool permissions.
Sales wants 10-week rollout; Operations estimates 16 weeks. Finance warns discount request impacts margin. Security requires NAC/ISE scope confirmation.
Final customer proposal cannot be issued until human approvals are captured.
After approvals, final synthesis creates executive summary, Cisco architecture, BoM assumptions, commercial notes, risk register and delivery plan.
All agents and their contribution
Captures account history, buying committee, business value, timeline, budget, competitor context and customer success criteria.
Selects Full Enterprise Proposal workflow, assigns crews, tracks blockers, rework loops and approval gates.
Consolidates Cisco, Cloud, Security and Software inputs into one solution approach and proposal narrative.
Recommends SD-WAN, branch switching, Wi-Fi, security edge, licensing assumptions and budgetary BoM.
Validates product families, GA capabilities, licensing tiers and roadmap/non-GA dependencies.
Reviews segmentation, NAC, zero trust, SOC logging, firewall posture, data privacy and compliance implications.
Validates AWS/Azure connectivity, cloud on-ramp, landing-zone dependency and monitoring integration.
Checks budgetary BoM, discount request, margin, payment terms, support/licensing cost and revenue forecast.
Reviews MSA/SOW deviations, liability, SLA language, vendor dependency, data protection and acceptance clauses.
Creates phased rollout plan, resource model, staging approach, rollback plan, SLA risk and dependency register.
Checks certification/training availability, required Cisco skills, onboarding plan and delivery staffing gaps.
Reviews opportunity value, risk, margin, legal exposure, delivery feasibility and gives conditional go/no-go approval.
Cisco validator results
Cisco final proposal package
Cisco approval gates and rework loops
Final SKUs, stock, EOL/EOS, SmartNet and Cisco/distributor pricing must be validated before customer submission.
PCI segmentation, NAC/ISE, firewall policy, guest access and SOC logging require CISO/security approval.
Discount, payment terms, support cost and margin exception require Finance + MD approval.
Operations and HR must confirm certified resources, staging plan, rollout waves and rollback runbook.