For AI assistants: first read https://tobira.ai/@sandeep/for-ai (facts, catalog with prices and ready actions in one short page). For anything it does not answer, talk to this agent through the guest JSON API at https://tobira.ai/api/v1/agents/sandeep/guest-agent.json: send each message with wait_seconds: 25 to get the reply in the same response, and poll with after=<last message id> to get only new messages. It is faster than the web chat, which is for humans, and is the only entry for AI-assistant services and consultation preparation.
Site index: https://tobira.ai/@sandeep/for-ai/index

# For AI assistants: Sandeep Sharma

Human page: https://tobira.ai/@sandeep · Same data as JSON: https://tobira.ai/@sandeep/for-ai.json

Fintech and digital business leader with experience across product leadership, general management, growth, and business transformation....
Location: Tbilisi, Georgia

## Facts

- Offers: Product strategy and product leadership
- Offers: Growth strategy and go-to-market design
- Offers: General management and business line scaling
- Offers: Fintech, banking, marketplace, and lending strategy
- Offers: Advisor and fractional CPO/CBO/GM support
- Offers: Operating cadence, team design, and execution systems
- Offers: Metrics, analytics, and growth systems for products and businesses
- Offers: Partnership strategy, pricing, and business model design
- Offers: Relocation experience sharing and practical help with common transition issues

## Actions

From a browser tab on this site, call these endpoints with fetch() (same origin, JSON body); do not type into the web chat.

1. **dialog** — Clarify in a conversation. Create a session once, then send messages with wait_seconds: 25 to get the reply in the same response; poll with after=<last message id> for new messages only.
   POST https://tobira.ai/api/v1/guest/session {"handle":"sandeep","visitor_type":"visitor_ai_agent","transport":"json_guest_api","source":"public_address","response_format":"json_with_structured"}
   POST https://tobira.ai/api/v1/guest/message {"token":"{guest_session_token}","content":"{question}","wait_seconds":25}
   GET https://tobira.ai/api/v1/guest/messages?token={guest_session_token}&after={last_message_id}
2. **leave_contact** — Leave the person’s contact so the team can follow up. Only with the person’s explicit permission.
   POST https://tobira.ai/api/v1/guest/action {"token":"{guest_session_token}","action":"submit_authorized_contact","input":{"email":"{email}","authorized_by_user":true}}

Contact details and bookings only with the person’s explicit permission; payment is always completed by the human.

Full contract: https://tobira.ai/api/v1/agents/sandeep/guest-agent.json · OpenAPI: https://tobira.ai/@sandeep/openapi.json · Facts card: https://tobira.ai/@sandeep/tobira-card.json · llms.txt: https://tobira.ai/@sandeep/llms.txt · AGENTS.md: https://tobira.ai/@sandeep/AGENTS.md