{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Model: sarvamai/sarvam-30b","description":"Sarvam AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","json_url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb/signal.json","generated_at":"2026-06-11T02:49:41.796413+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","signal_json":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb/signal.json","source":"https://huggingface.co/sarvamai/sarvam-30b","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Sarvam AI published sarvamai/sarvam-30b. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 56.2K HF downloads · New 30B model with decent Hugging Face traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/sarvamai/sarvam-30b","source_host":"huggingface.co","occurred_at":"2026-03-03T12:53:32+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"32.2B","source":"model"},{"label":"Downloads","value":"56.2K","source":"traction"},{"label":"Likes","value":"204","source":"traction"},{"label":"Notability","value":"New 30B model with decent Hugging Face traction.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:41.796413+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb/signal.json","required":true},{"label":"source","url":"https://huggingface.co/sarvamai/sarvam-30b","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Sarvam AI's model signal \"sarvamai/sarvam-30b\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-30b","text":"Sarvam AI published model sarvamai/sarvam-30b."},{"subject":"sarvamai/sarvam-30b","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-30b is classified as model signal."},{"subject":"sarvamai/sarvam-30b","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-30b belongs to releases desk."},{"subject":"sarvamai/sarvam-30b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-30b has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/sarvam-30b","predicate":"has captured page count","object":"1","text":"sarvamai/sarvam-30b has captured page count 1."},{"subject":"sarvamai/sarvam-30b","predicate":"has readable page count","object":"1","text":"sarvamai/sarvam-30b has readable page count 1."},{"subject":"sarvamai/sarvam-30b","predicate":"has related signal count","object":"6","text":"sarvamai/sarvam-30b has related signal count 6."},{"subject":"sarvamai/sarvam-30b","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"sarvamai/sarvam-30b has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"sarvamai/sarvam-30b","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-30b has source host huggingface.co."},{"subject":"sarvamai/sarvam-30b","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/sarvam-30b has lab Sarvam AI."},{"subject":"sarvamai/sarvam-30b","predicate":"has signal desk","object":"releases","text":"sarvamai/sarvam-30b has signal desk releases."},{"subject":"sarvamai/sarvam-30b","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-30b has source host huggingface.co."},{"subject":"sarvamai/sarvam-30b","predicate":"has task","object":"text-generation","text":"sarvamai/sarvam-30b has task text-generation."},{"subject":"sarvamai/sarvam-30b","predicate":"has license","object":"apache-2.0","text":"sarvamai/sarvam-30b has license apache-2.0."},{"subject":"sarvamai/sarvam-30b","predicate":"has library","object":"transformers","text":"sarvamai/sarvam-30b has library transformers."},{"subject":"sarvamai/sarvam-30b","predicate":"has params","object":"32.2B","text":"sarvamai/sarvam-30b has params 32.2B."},{"subject":"sarvamai/sarvam-30b","predicate":"has downloads","object":"56.2K","text":"sarvamai/sarvam-30b has downloads 56.2K."}]},"intelligence":{"signal_desk":"releases","answer":"Sarvam AI published sarvamai/sarvam-30b. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 56.2K HF downloads · New 30B model with decent Hugging Face traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-30b","text":"Sarvam AI published model sarvamai/sarvam-30b."},{"subject":"sarvamai/sarvam-30b","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-30b is classified as model signal."},{"subject":"sarvamai/sarvam-30b","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-30b belongs to releases desk."},{"subject":"sarvamai/sarvam-30b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-30b has evidence coverage 1 captured evidence page."}]},"signal":{"id":"27a7f90b-8d29-490f-985e-274f4947fcfb","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","json_url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb/signal.json","source_url":"https://huggingface.co/sarvamai/sarvam-30b","title":"sarvamai/sarvam-30b","summary":"Sarvam AI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-03-03T12:53:32+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":56174,"hf_likes":204},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md","title":"sarvamai/sarvam-30b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.796413+00:00","bytes":9636,"raw_path":"c5eaa1862defacdeb37c41d6702c8a83bbe7a2d034dae503814743aa4b726c5e.md","content_hash":"a496b0d7c52d9a598123282de0b5a6e84f3c02350e8bbb1c5a26b2a446605193","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en - hi - bn - ta - te - mr - gu - kn - ml - pa - or - as - ur - sa - ne - sd - kok - mai - doi - mni - sat - ks - bo library_name: transformers license: apache-2.0 pipeline_tag: text-generation --- ![image](https://cdn-uploads.huggingface.co/production/uploads/60270a7c32856987162c641a/SivoCJWJqex41oprnwyuK.png) Want a bigger model? Download [Sarvam-105B](https://huggingface.co/sarvamai/sarvam-105b)! Index 1. [Introduction](#introduction) 2. [Architecture](#architecture) 3. [Benchmarks](#benchmarks) - Knowledge & Coding - Reasoning & Math - Agentic 4. [Inference](#inference) - Hugging Face - [vLLM](https://github.com/vllm-project/vllm) - [SGLang](https://github.com/sgl-project/sglang) 5. [Footnote](#footnote) 6. [Citation](#citation) Introduction **Sarvam-30B** is an advanced Mixture-of-Experts (MoE) model with 2.4B non-embedding active parameters, designed primarily for practical deployment. It combines strong reasoning, reliable coding ability, and best-in-class conversational quality across Indian languages. Sarvam-30B is built to run reliably in resource-constrained environments and can handle multilingual voice calls while performing tool calls. A major focus..."},"evidence_pages":[{"url":"https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-30b/raw/main/README.md","title":"sarvamai/sarvam-30b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.796413+00:00","bytes":9636,"raw_path":"c5eaa1862defacdeb37c41d6702c8a83bbe7a2d034dae503814743aa4b726c5e.md","content_hash":"a496b0d7c52d9a598123282de0b5a6e84f3c02350e8bbb1c5a26b2a446605193","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en - hi - bn - ta - te - mr - gu - kn - ml - pa - or - as - ur - sa - ne - sd - kok - mai - doi - mni - sat - ks - bo library_name: transformers license: apache-2.0 pipeline_tag: text-generation --- ![image](https://cdn-uploads.huggingface.co/production/uploads/60270a7c32856987162c641a/SivoCJWJqex41oprnwyuK.png) Want a bigger model? Download [Sarvam-105B](https://huggingface.co/sarvamai/sarvam-105b)! Index 1. [Introduction](#introduction) 2. [Architecture](#architecture) 3. [Benchmarks](#benchmarks) - Knowledge & Coding - Reasoning & Math - Agentic 4. [Inference](#inference) - Hugging Face - [vLLM](https://github.com/vllm-project/vllm) - [SGLang](https://github.com/sgl-project/sglang) 5. [Footnote](#footnote) 6. [Citation](#citation) Introduction **Sarvam-30B** is an advanced Mixture-of-Experts (MoE) model with 2.4B non-embedding active parameters, designed primarily for practical deployment. It combines strong reasoning, reliable coding ability, and best-in-class conversational quality across Indian languages. Sarvam-30B is built to run reliably in resource-constrained environments and can handle multilingual voice calls while performing tool calls. A major focus..."}],"related_signals":[{"id":"7dc590e1-15e2-465e-80c4-d7679d3b0d68","url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68","source_url":"https://huggingface.co/sarvamai/sarvam-105b","title":"sarvamai/sarvam-105b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-03-03T13:13:55+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"d133ad2f-299d-4081-8b45-d6abb7259262","url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262","source_url":"https://huggingface.co/sarvamai/sarvam-translate","title":"sarvamai/sarvam-translate","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-06-07T10:13:56+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","url":"https://onlylabs.fyi/signals/c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","source_url":"https://huggingface.co/sarvamai/sarvam-m","title":"sarvamai/sarvam-m","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-05-20T06:39:05+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","source_url":"https://huggingface.co/sarvamai/sarvam-1","title":"sarvamai/sarvam-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-10-23T13:18:53+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"cdeb5674-6ea6-4403-aea5-0db09be329ae","url":"https://onlylabs.fyi/signals/cdeb5674-6ea6-4403-aea5-0db09be329ae","source_url":"https://huggingface.co/sarvamai/sarvam-1-v0.5","title":"sarvamai/sarvam-1-v0.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-13T07:32:37+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"186da869-f835-4a0d-8310-2015dd4cadc4","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","source_url":"https://huggingface.co/sarvamai/shuka-1","title":"sarvamai/shuka-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-08T21:45:22+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"}]}