Tell us your business challenge. We handle the architecture, development, and secure deployment of AI agents tailored entirely to your operations.
Seamlessly integrates with your setup:
The client does not need to select the model, framework, vector database, architecture, or cloud service. PUMJI will study your business process, existing applications, and expected outcomes to build the right AI engine.
We study the current workflow, business challenges, users, applications, data, risks, and expected business outcomes.
We recommend the agents, AI models, integrations, security controls, infrastructure, timeline, and estimated cost.
We develop the complete solution, connect it with your applications, test it, deploy it, monitor it, and improve it.
Built for the enterprise. Engineered for security, scale, and cost-efficiency.
Every AI agent should have controlled permissions, protected credentials, secure communication, validated output, and human approval for sensitive actions.
PUMJI selects the appropriate models, services, infrastructure, and execution method based on the business requirement.
Agents should handle incomplete information, application failures, model failures, API errors, and unexpected conditions safely.
Optimise the complete AI pipeline for responsive interaction and efficient workflow execution.
Start with a focused proof of concept and scale the solution as users, data, transactions, and workflows increase.
The quality and value of every agent should be tracked using defined success criteria.
Clients do not need to replace their current applications, databases, cloud environment, or business systems. PUMJI can integrate AI agents into existing environments.
PUMJI designs cloud-native, hybrid-cloud, multi-cloud, private-cloud, client-managed, and on-premises AI solutions based on your infrastructure, security, and data residency requirements.
"Use your current cloud, select a new cloud, or adopt a hybrid architecture. We design the solution around the business requirement—not around a preferred cloud vendor."
Specialised agents designed to automate specific operational workflows.
Have a different requirement? Tell us what the agent should understand, decide, communicate, retrieve, generate, or execute.
Request a Custom AI Agent →Enterprise-grade security controls at every layer of the AI workflow.
RBAC, MFA, SSO, Service identities
Encryption, Private networking, Tenant isolation, Data masking, Secrets management
Prompt injection protection, Least-privilege access, Malicious input detection
Tool allowlists, Restricted APIs, Action limits, Output validation, Approval gates
Complete audit logs, Alerting, Anomaly monitoring
"Every production project should define measurable success criteria before deployment."
Task completion, Retrieval accuracy, Source grounding, Citation correctness, Human correction rate.
Response latency, Workflow completion time, Throughput, Queue time, Resource utilisation.
Failed workflow rate, Retry success, Integration failures, Fallback usage, Escalation rate.
Cost per request/workflow, Token consumption, Model usage, Monthly cloud cost.
We operate globally, providing strategic consultation in the US and executing high-quality AI engineering from India.
Markplace LLC
447 Broadway, 2nd Floor, Suite 1730
New York, NY 10013, United States
Focus: Client engagement, AI consultation, Enterprise partnerships, Requirement discovery.
Markplace E-Services Pvt. Ltd.
Bangalore, Karnataka, India
Focus: AI product engineering, Agentic AI development, Azure/AWS/GCP engineering, Deployment.
Tell PUMJI what you want to automate. We will help define, design, build, integrate, deploy, secure, monitor, and scale the appropriate AI solution.