{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Writing: H100 Vs H200 Gpus","description":"Baseten writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea","json_url":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea/signal.json","generated_at":"2026-07-26T20:40:14.021Z","evidence_latest_fetched_at":"2026-07-23T00:03:06.399001+00:00","signal_first_seen_at":"2026-07-23T00:01:43.4274+00:00","org":{"slug":"baseten","name":"Baseten","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/baseten","dossier_json_url":"https://onlylabs.fyi/labs/baseten/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea","signal_json":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea/signal.json","source":"https://www.baseten.co/blog/h100-vs-h200-gpus/","lab_dossier":"https://onlylabs.fyi/labs/baseten","lab_dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis":"https://onlylabs.fyi/analysis/baseten","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Baseten published H100 Vs H200 Gpus. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: H100 vs. H200 GPUs Announcing our Series F . Learn more Infrastructure H100 vs. H200 GPUs A practical guide to choosing the right GPU for your model size, traffic, and.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.baseten.co/blog/h100-vs-h200-gpus/","source_host":"baseten.co","occurred_at":"2026-07-22T23:47:34+00:00","first_seen_at":"2026-07-23T00:01:43.4274+00:00","date_source":"sitemap.lastmod","context":null},"context_markers":[{"label":"Lab","value":"Baseten","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"baseten.co","source":"source"},{"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://www.baseten.co/blog/h100-vs-h200-gpus/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-23T00:03:06.399001+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea/signal.json","dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","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/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea/signal.json","required":true},{"label":"source","url":"https://www.baseten.co/blog/h100-vs-h200-gpus/","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baseten/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baseten/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","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 Baseten's writing signal \"H100 Vs H200 Gpus\" for neocloud strategy."},"semantic_triples":[{"subject":"Baseten","predicate":"published","object":"H100 Vs H200 Gpus","text":"Baseten published H100 Vs H200 Gpus."},{"subject":"H100 Vs H200 Gpus","predicate":"is classified as","object":"writing signal","text":"H100 Vs H200 Gpus is classified as writing signal."},{"subject":"H100 Vs H200 Gpus","predicate":"belongs to","object":"talking desk","text":"H100 Vs H200 Gpus belongs to talking desk."},{"subject":"H100 Vs H200 Gpus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"H100 Vs H200 Gpus has evidence coverage 1 captured evidence page."},{"subject":"H100 Vs H200 Gpus","predicate":"has captured page count","object":"1","text":"H100 Vs H200 Gpus has captured page count 1."},{"subject":"H100 Vs H200 Gpus","predicate":"has readable page count","object":"1","text":"H100 Vs H200 Gpus has readable page count 1."},{"subject":"H100 Vs H200 Gpus","predicate":"has related signal count","object":"6","text":"H100 Vs H200 Gpus has related signal count 6."},{"subject":"H100 Vs H200 Gpus","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"H100 Vs H200 Gpus has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"H100 Vs H200 Gpus","predicate":"has source host","object":"baseten.co","text":"H100 Vs H200 Gpus has source host baseten.co."},{"subject":"H100 Vs H200 Gpus","predicate":"has lab","object":"Baseten","text":"H100 Vs H200 Gpus has lab Baseten."},{"subject":"H100 Vs H200 Gpus","predicate":"has signal desk","object":"talking","text":"H100 Vs H200 Gpus has signal desk talking."},{"subject":"H100 Vs H200 Gpus","predicate":"has source host","object":"baseten.co","text":"H100 Vs H200 Gpus has source host baseten.co."},{"subject":"H100 Vs H200 Gpus","predicate":"has watch term","object":"Infrastructure","text":"H100 Vs H200 Gpus has watch term Infrastructure."},{"subject":"H100 Vs H200 Gpus","predicate":"has watch term","object":"Agents and tool use","text":"H100 Vs H200 Gpus has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Baseten published H100 Vs H200 Gpus. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: H100 vs. H200 GPUs Announcing our Series F . Learn more Infrastructure H100 vs. H200 GPUs A practical guide to choosing the right GPU for your model size, traffic, and.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Baseten","predicate":"published","object":"H100 Vs H200 Gpus","text":"Baseten published H100 Vs H200 Gpus."},{"subject":"H100 Vs H200 Gpus","predicate":"is classified as","object":"writing signal","text":"H100 Vs H200 Gpus is classified as writing signal."},{"subject":"H100 Vs H200 Gpus","predicate":"belongs to","object":"talking desk","text":"H100 Vs H200 Gpus belongs to talking desk."},{"subject":"H100 Vs H200 Gpus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"H100 Vs H200 Gpus has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea","url":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea","json_url":"https://onlylabs.fyi/signals/8a23820c-fc52-4cb2-8bfb-dfa9b436c0ea/signal.json","source_url":"https://www.baseten.co/blog/h100-vs-h200-gpus/","title":"H100 Vs H200 Gpus","summary":"Baseten published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-22T23:47:34+00:00","first_seen_at":"2026-07-23T00:01:43.4274+00:00","date_source":"sitemap.lastmod","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://www.baseten.co/blog/h100-vs-h200-gpus/"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://www.baseten.co/blog/h100-vs-h200-gpus/","final_url":"https://www.baseten.co/blog/h100-vs-h200-gpus/","title":"H100 Vs H200 Gpus","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-07-23T00:03:06.399001+00:00","bytes":313168,"raw_path":"9b8dba2ed1900669d5eaa18eda2afc27280df49d45e4ef9113c44edd4fab0a31.html","content_hash":"99a31db363c0c86663c4e9c1377a728a224ef51ae9a62045cb390a5229bdcdb9","excerpt_chars":1200,"truncated":true,"excerpt":"H100 vs. H200 GPUs Announcing our Series F . Learn more Infrastructure H100 vs. H200 GPUs A practical guide to choosing the right GPU for your model size, traffic, and long-context needs. Authors Chloe Florit Last updated July 22, 2026 Share TL;DR The H100 GPU is a cost-effective choice for small-to-mid-sized models and lower or sporadic traffic. H200’s larger HBM3e memory and higher memory bandwidth make it better suited for very large models, long-context inference, and workloads that need more KV cache headroom. In this post, we’ll compare H100 and H200 specs, explain how node-level VRAM affects model fit, and cover techniques like MIG and async programming that help improve throughput, reduce cost, and minimize latency. Inference is critical to AI workflows like agentic coding, chatbots, and intelligent search. H100 and H200 GPUs are built to power these applications, but they have different strengths. We want to help you find which GPU (H100, H200) is best for your use case. Here’s how they compare. Comparing hardware specs We exclusively use SXM GPUs for their higher memory bandwidth compared to PCIe, which speeds up inference. SXM connects GPUs directly over NVLink (~900..."},"evidence_pages":[],"related_signals":[{"id":"eeba17cb-81d1-4b1d-8947-d1ea51e8ecd3","url":"https://onlylabs.fyi/signals/eeba17cb-81d1-4b1d-8947-d1ea51e8ecd3","source_url":"https://www.baseten.co/blog/how-we-built-the-new-fastest-api-for-glm-52/","title":"How We Built The New Fastest Api For Glm 52","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-26T02:47:03+00:00","first_seen_at":"2026-07-26T04:00:50.760097+00:00","date_source":"sitemap.lastmod"},{"id":"1761f1d3-f0a1-4265-9b92-b80878abe063","url":"https://onlylabs.fyi/signals/1761f1d3-f0a1-4265-9b92-b80878abe063","source_url":"https://www.baseten.co/resources/changelog/health-check-metrics/","title":"Health Check Metrics","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-24T05:01:54+00:00","first_seen_at":"2026-07-24T08:00:52.178883+00:00","date_source":"sitemap.lastmod"},{"id":"45fb4517-c6cb-4bab-9b99-a7189c15de4a","url":"https://onlylabs.fyi/signals/45fb4517-c6cb-4bab-9b99-a7189c15de4a","source_url":"https://www.baseten.co/resources/changelog/glm-52-fast-available-on-baseten/","title":"Glm 52 Fast Available On Baseten","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-23T19:42:33+00:00","first_seen_at":"2026-07-23T20:00:52.856312+00:00","date_source":"sitemap.lastmod"},{"id":"a7cdba8a-28c3-42b4-a7a3-ace8f5110d5c","url":"https://onlylabs.fyi/signals/a7cdba8a-28c3-42b4-a7a3-ace8f5110d5c","source_url":"https://www.baseten.co/resources/changelog/api-key-management-keys/","title":"Api Key Management Keys","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-23T19:23:54+00:00","first_seen_at":"2026-07-23T20:00:52.856312+00:00","date_source":"sitemap.lastmod"},{"id":"23397e10-1b50-4b6e-aa57-3b9e09ae2c70","url":"https://onlylabs.fyi/signals/23397e10-1b50-4b6e-aa57-3b9e09ae2c70","source_url":"https://www.baseten.co/blog/introducing-glm-52-fast/","title":"Introducing Glm 52 Fast","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-23T18:10:12+00:00","first_seen_at":"2026-07-23T20:00:52.856312+00:00","date_source":"sitemap.lastmod"},{"id":"cd7aae33-2de5-421d-afaa-5a6de1ff3e51","url":"https://onlylabs.fyi/signals/cd7aae33-2de5-421d-afaa-5a6de1ff3e51","source_url":"https://www.baseten.co/blog/how-to-choose-a-model-lessons-from-notion-and-gamma/","title":"How To Choose A Model Lessons From Notion And Gamma","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-23T00:28:23+00:00","first_seen_at":"2026-07-23T04:01:45.827635+00:00","date_source":"sitemap.lastmod"}]}