Salesforce MVP Hall of Fame · Salesforce consulting partner since 2010 · Scoped per case
Dubai brokers, Indian buyers, their language
Indian buyers asking about Dubai off-plan get their first questions answered in Hindi or Malayalam, and a registered agent takes the qualified ones. We check the data transfer to India before anything runs.
Salesforce consulting partner since 2010 · MVP Hall of Fame · 200+ agents in production · UAE, India and US desks
- 01Models · Claude, Gemini, OpenAI, Bedrock
- 02Agents · Agentforce, CrewAI, ADK, A2A
- 03Memory · Neo4j, Cognee, RAG
- 04Identity · IndyKite, SSO, entitlements
- 05Governance · policy, audit, human override
The job
Who it is for, and what Salesforce gets.
The decision
One example, drawn.
Is this enquiry an end user, an investor or a visa question, and who should call back?
Buyer, in Malayalam on WhatsApp: asks about a one-bedroom off-plan and whether it helps with a visa.
- Intent
- End user, visa question flagged
- Budget
- Captured as a band
- Hand-off
- Registered agent, call booked
- Language
- Malayalam stored on the lead
Illustrative. Written to Salesforce.
- End user
- Investor
- Golden visa question
- Broker
- Not serious
The stack
How we would assemble it.
The honest no: Sarvam has no Arabic, cannot voice Urdu, and runs in India by default. If the job needs any of those, we say so before the build.
Before go-live
What has to be true.
Price, payment plan and visa answers come from a person. The agent qualifies and books the call.
The evidence
What the evidence says
No named deployment. Sarvam speaks Hindi and Malayalam, does not support Arabic, and does not voice Urdu.
docs.sarvam.ai/api/getting-started/models/bulbulSarvam's managed service runs in India. Sending UAE lead data there is a PDPL transfer question we settle with you first.
The brief
Name the call your team makes in the wrong language.
We read the process and write down where Sarvam fits, where it does not, and what Salesforce has to hold before anything goes live.
Sarvam is a trademark of its owner. Mindcat is not affiliated with or endorsed by Sarvam AI.