{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Model: sarvamai/sarvam-1","description":"Sarvam AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","json_url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4/signal.json","generated_at":"2026-06-11T03:04:01.350538+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/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","signal_json":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4/signal.json","source":"https://huggingface.co/sarvamai/sarvam-1","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-1. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 5.6K HF downloads · Notable model release, moderate 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-1","source_host":"huggingface.co","occurred_at":"2024-10-23T13:18:53+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":"Library","value":"transformers","source":"model"},{"label":"Params","value":"2.5B","source":"model"},{"label":"Downloads","value":"5.6K","source":"traction"},{"label":"Likes","value":"139","source":"traction"},{"label":"Notability","value":"Notable model release, moderate 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"}],"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-1/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:04:01.350538+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4/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/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4/signal.json","required":true},{"label":"source","url":"https://huggingface.co/sarvamai/sarvam-1","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-1\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-1","text":"Sarvam AI published model sarvamai/sarvam-1."},{"subject":"sarvamai/sarvam-1","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-1 is classified as model signal."},{"subject":"sarvamai/sarvam-1","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-1 belongs to releases desk."},{"subject":"sarvamai/sarvam-1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-1 has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/sarvam-1","predicate":"has captured page count","object":"1","text":"sarvamai/sarvam-1 has captured page count 1."},{"subject":"sarvamai/sarvam-1","predicate":"has readable page count","object":"1","text":"sarvamai/sarvam-1 has readable page count 1."},{"subject":"sarvamai/sarvam-1","predicate":"has related signal count","object":"6","text":"sarvamai/sarvam-1 has related signal count 6."},{"subject":"sarvamai/sarvam-1","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-1 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-1","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-1 has source host huggingface.co."},{"subject":"sarvamai/sarvam-1","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/sarvam-1 has lab Sarvam AI."},{"subject":"sarvamai/sarvam-1","predicate":"has signal desk","object":"releases","text":"sarvamai/sarvam-1 has signal desk releases."},{"subject":"sarvamai/sarvam-1","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-1 has source host huggingface.co."},{"subject":"sarvamai/sarvam-1","predicate":"has task","object":"text-generation","text":"sarvamai/sarvam-1 has task text-generation."},{"subject":"sarvamai/sarvam-1","predicate":"has library","object":"transformers","text":"sarvamai/sarvam-1 has library transformers."},{"subject":"sarvamai/sarvam-1","predicate":"has params","object":"2.5B","text":"sarvamai/sarvam-1 has params 2.5B."},{"subject":"sarvamai/sarvam-1","predicate":"has downloads","object":"5.6K","text":"sarvamai/sarvam-1 has downloads 5.6K."},{"subject":"sarvamai/sarvam-1","predicate":"has likes","object":"139","text":"sarvamai/sarvam-1 has likes 139."}]},"intelligence":{"signal_desk":"releases","answer":"Sarvam AI published sarvamai/sarvam-1. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: 5.6K HF downloads · Notable model release, moderate 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-1","text":"Sarvam AI published model sarvamai/sarvam-1."},{"subject":"sarvamai/sarvam-1","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-1 is classified as model signal."},{"subject":"sarvamai/sarvam-1","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-1 belongs to releases desk."},{"subject":"sarvamai/sarvam-1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","json_url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4/signal.json","source_url":"https://huggingface.co/sarvamai/sarvam-1","title":"sarvamai/sarvam-1","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":"2024-10-23T13:18:53+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-1/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":5554,"hf_likes":139},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/sarvamai/sarvam-1/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-1/raw/main/README.md","title":"sarvamai/sarvam-1 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:01.350538+00:00","bytes":2948,"raw_path":"c14b82ce7ea71b6ef1d2786dd7b3f663f75c5552521997b83258e1367897383b.md","content_hash":"015c5e0a978a5801dee56f861f988bacbc2ae1c3abf12aa36712fe15f9784317","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - bn - en - gu - hi - kn - ml - mr - or - pa - ta - te library_name: transformers --- Sarvam-1 Sarvam-1 is a 2-billion parameter language model specifically optimized for Indian languages. It provides best in-class performance in 10 Indic languages (bn, gu, hi, kn, ml, mr, or, pa, ta, te) when compared with popular models like Gemma-2-2B and Llama-3.2-3B. It is also competitive against the much larger models like Llama-3.1-8B in these languages. More details can be found in our [release blog](https://www.sarvam.ai/blogs/sarvam-1). The model was trained with [NVIDIA NeMo™ Framework](https://github.com/NVIDIA/NeMo) on the Yotta Shakti Cloud using HGX H100 systems. *Note: This is a text-completion model. It is meant to be finetuned on downstream tasks, and cannot be used directly as a chat or an instruction-following model.* Key Features - **Optimized for 10 Indian Languages**: Built from the ground up to support major Indian languages alongside English - **Superior Token Efficiency**: Achieves fertility rates of 1.4-2.1 across all supported languages, 2-4x more efficient than existing multilingual models - **High-Quality Training Data**: Trained on a curated corpus of..."},"evidence_pages":[{"url":"https://huggingface.co/sarvamai/sarvam-1/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-1/raw/main/README.md","title":"sarvamai/sarvam-1 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:01.350538+00:00","bytes":2948,"raw_path":"c14b82ce7ea71b6ef1d2786dd7b3f663f75c5552521997b83258e1367897383b.md","content_hash":"015c5e0a978a5801dee56f861f988bacbc2ae1c3abf12aa36712fe15f9784317","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - bn - en - gu - hi - kn - ml - mr - or - pa - ta - te library_name: transformers --- Sarvam-1 Sarvam-1 is a 2-billion parameter language model specifically optimized for Indian languages. It provides best in-class performance in 10 Indic languages (bn, gu, hi, kn, ml, mr, or, pa, ta, te) when compared with popular models like Gemma-2-2B and Llama-3.2-3B. It is also competitive against the much larger models like Llama-3.1-8B in these languages. More details can be found in our [release blog](https://www.sarvam.ai/blogs/sarvam-1). The model was trained with [NVIDIA NeMo™ Framework](https://github.com/NVIDIA/NeMo) on the Yotta Shakti Cloud using HGX H100 systems. *Note: This is a text-completion model. It is meant to be finetuned on downstream tasks, and cannot be used directly as a chat or an instruction-following model.* Key Features - **Optimized for 10 Indian Languages**: Built from the ground up to support major Indian languages alongside English - **Superior Token Efficiency**: Achieves fertility rates of 1.4-2.1 across all supported languages, 2-4x more efficient than existing multilingual models - **High-Quality Training Data**: Trained on a curated corpus of..."}],"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":"27a7f90b-8d29-490f-985e-274f4947fcfb","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","source_url":"https://huggingface.co/sarvamai/sarvam-30b","title":"sarvamai/sarvam-30b","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"},{"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":"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"}]}