Sarvam
Sarvam develops an AI platform focused on India's languages and enterprise workflows. Its homepage brings together speech APIs, translation, document digitization and agents. Teams can explore the APIs in a browser playground or discuss a larger deployment with the company.
Match the language service to the task
The homepage lists text-to-speech across 11 Indic languages, speech recognition across 12 and translation across 23 languages. These are different coverage counts for different services, so verify the exact language and model before designing a multilingual application. Support for one service does not establish support in another.
Sarvam provides REST endpoints and a Python SDK. Its displayed speech example uses a language code, model and speaker to create an audio file. Compare pronunciation and speaking style with the audience you intend to serve rather than judging a system from a single demo phrase.
The document-digitization offering describes turning PDFs and images into structured formats. Check the extraction on your own tables, scanned pages or mixed-language documents before using it as a source for automated decisions. A readable result still needs review for missing values or changed characters.
Scope an agent workflow before connecting it
Voice-agent examples include cart recovery, appointment booking and payment reminders. These are intended workflows, not proof of conversion rates or reliability in your business. Define what an agent may say, what it may change and when it should hand a conversation to a person.
Sarvam describes forward-deployed engineers who work with a customer's team on design, integration and ongoing optimization. That may matter when an agent needs access to internal systems or customer information. Confirm the implementation responsibilities and production support in the proposed agreement.
Evaluate the deployment and governance options
The platform lists managed Sarvam Cloud, private-cloud deployment and on-premises options. Its Work Agents description also includes hybrid and air-gapped environments, role-based access and audit trails. Confirm which product and contract provide those controls; do not assume that a hosted API call has the same deployment properties as an enterprise Work Agent.
The homepage displays certification and compliance claims, including SOC 2 Type II and ISO 27001. Request the relevant documentation and scope during a security review rather than treating a homepage label as proof that your application is compliant.
Public text does not list a complete price schedule or per-service usage limits. Confirm the selected model's cost, retention terms and any latency or availability commitment before moving customer-facing work into production.