QL

Quotient Labs

Developer-tools company whose product, Fermat's Last Token, runs alongside Claude Code through a local wrapper and proxy to compress context and optimize tool calls so a coding session uses fewer tokens, sold as a $20 monthly plan or as 10 percent of the amount saved.

StageUndisclosed

Founded2025

HeadquartersSan Francisco, USA

StatusPrivate

Product

Selected offerings — the AI products recorded here, not the vendor's full catalogue.

• Fermat's Last Token Developer tool Sold on its own

  Cost-reduction layer for Claude Code that runs through a local wrapper and lightweight proxy, pruning older context, compressing tool outputs and providing purpose-built tools, for the Claude Code CLI and VS Code extension against Anthropic or Vertex AI; the company reports 34 to 51 percent lower cost on its own benchmark; sold at $20 a month for unlimited usage or at 10 percent of what it saves, with a 2-week free trial.

Similar products 117

No sourced competitor yet: no filing, vendor document or measured-market report read so far names a rival for this company, so none is asserted. The companies below are the closest by what their products do.

How this list is ranked ↗

ZIZed IndustriesEarly-stageFermat's Last Token and Zed do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareCClineEarly-stageFermat's Last Token and ClinePass do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareZZivashUndisclosedFermat's Last Token and Ziva do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareCCursorAcquiredFermat's Last Token and Cursor CLI do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; Cursor is acquired, with no independent scale.2 of 2 capabilitiesShared product typeCompareDIDeep InteractionsUndisclosedFermat's Last Token and Deep Interactions do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships application rather than the same layer.2 of 2 capabilitiesDifferent layerCompareCCognitionLate-stageFermat's Last Token and Devin Desktop do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareBBase44AcquiredFermat's Last Token and Base Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; Base44 is acquired, with no independent scale.2 of 2 capabilitiesShared product typeCompareBByteAskUndisclosedFermat's Last Token and ByteAsk do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent rather than the same layer.2 of 2 capabilitiesDifferent layerCompareFDFifth DoorUndisclosedFermat's Last Token and Fifth Door do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships application rather than the same layer.2 of 2 capabilitiesDifferent layerCompareSStackBlitzUndisclosedFermat's Last Token and WebContainer API do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships infrastructure service and platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareHHopliteUndisclosedFermat's Last Token and Hoplite do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent and agent platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAFAmp Frontier CorporationUndisclosedFermat's Last Token and Orbs both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareBABlackbox AIUndisclosedFermat's Last Token and Blackbox CLI do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent, API service and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareJJetBrainsUndisclosedFermat's Last Token and JetBrains AI do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareGGitLabPublicFermat's Last Token and GitLab Duo Code Suggestions both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareSSupersetUndisclosedFermat's Last Token and Superset both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareMMosaicUndisclosedFermat's Last Token and Mosaic both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareRRoomoteUndisclosedFermat's Last Token and Roomote do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent rather than the same layer.2 of 2 capabilitiesDifferent layerCompareLLovableLate-stageFermat's Last Token and Lovable do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareRReplitLate-stageFermat's Last Token and Replit do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, application and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareSSAPPublicFermat's Last Token and SAP Joule for Developers do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareJJcodeUndisclosedFermat's Last Token and Jcode both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareIImbueLate-stageFermat's Last Token and Sculptor do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareCCodeRabbitLate-stageFermat's Last Token and CodeRabbit both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareEEmergentLate-stageFermat's Last Token and Emergent do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent and platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareBByteDanceUndisclosedFermat's Last Token and TraeCode do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ByteDance's scale not comparable: only a revenue estimate, no market cap or valuation.2 of 2 capabilitiesShared product typeCompareOOpenCodeUndisclosedFermat's Last Token and OpenCode do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent and API service rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAAnacondaLate-stageFermat's Last Token and AI Workspaces do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareGGreptileUndisclosedFermat's Last Token and TREX both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareVVercelLate-stageFermat's Last Token and v0 do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareKCKilo CodeAcquiredFermat's Last Token and Kilo Cloud Agents both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; Kilo Code is acquired, with no independent scale.2 of 2 capabilitiesShared product typeCompareGGraphideUndisclosedFermat's Last Token and Graphide both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareACAugment CodeLate-stageFermat's Last Token and Auggie CLI do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareFFactoryLate-stageFermat's Last Token and Factory Droids do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareSSonarLate-stageFermat's Last Token and SonarQube both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareAHAll Hands AIEarly-stageFermat's Last Token and OpenHands do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareMMentlioUndisclosedFermat's Last Token and Mentlio both list agentic coding; both also serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareYYandexPublicFermat's Last Token and SourceCraft Code Assistant do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareAAmazonPublicFermat's Last Token and Kiro do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareLLinzumiUndisclosedFermat's Last Token and Linzumi both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSServiceNowPublicFermat's Last Token and Build Agent do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareZZ.ai (Zhipu AI)PublicFermat's Last Token and GLM Coding Plan do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareAAtlassianPublicFermat's Last Token and Jira Coding Agent do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, API service and 3 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareSSourcegraphLate-stageFermat's Last Token and Cody both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareFFreshworksPublicFermat's Last Token and Freddy AI Copilot for Developers do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareQQodoLate-stageFermat's Last Token and Qodo both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareIIBMPublicFermat's Last Token and IBM watsonx Code Assistant for Z do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareRRindlerUndisclosedFermat's Last Token and Maxxwell both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerComparePAPoolside AILate-stageFermat's Last Token and poolside do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent and agent platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareKKuaishouPublicFermat's Last Token and CodeFlicker do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareSStepFunLate-stageFermat's Last Token and Step Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareGGitarAcquiredFermat's Last Token and Gitar both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; Gitar is acquired, with no independent scale; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMicrosoftPublicFermat's Last Token and GitHub Copilot do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareRRadiusUndisclosedFermat's Last Token and Radius both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareBBridgeMindUndisclosedFermat's Last Token and BridgeMind both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships agent platform and application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAccenturePublicFermat's Last Token and GenWizard do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships agent platform, application and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAAlibabaPublicFermat's Last Token and Qoder CN do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareSShopifyPublicFermat's Last Token and Shopify AI Toolkit both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareRReflectionLate-stageFermat's Last Token and Mirror CLI both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareBBaiduPublicFermat's Last Token and Baidu Comate do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareCAC3 AIPublicFermat's Last Token and C3 Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareHIhardware intelligenceUndisclosedFermat's Last Token and Wave both serve buyers who need to code with an AI assistant; scale not recorded for either.Shared product typeCompareAAlphabet (Google)PublicFermat's Last Token and Google Antigravity do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareVLVelum LabsUndisclosedFermat's Last Token and RouteKit both serve buyers who need to code with an AI assistant; scale not recorded for either.Shared product typeCompareHHarnessLate-stageFermat's Last Token and AI Code Review both serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareHCHuawei CloudUndisclosedFermat's Last Token and CodeArts Agent do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareALAkon LabsUndisclosedFermat's Last Token and GitNexus both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareAAnthropicLate-stageFermat's Last Token and Claude Agent SDK do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareSSnowflakePublicFermat's Last Token and SnowConvert AI both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareBBoxes.devUndisclosedFermat's Last Token and Boxes.dev both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareMMetaGPTUndisclosedFermat's Last Token and Atoms both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCanvaLate-stageFermat's Last Token and Canva Code both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGGuild.aiUndisclosedFermat's Last Token and Guild Software Factory both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareXxAIAcquiredFermat's Last Token and Grok Build do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; xAI is acquired, with no independent scale; ships AI agent, API service and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareSSiemensPublicFermat's Last Token and Industrial Copilot both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, application and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareWWorkdayPublicFermat's Last Token and Developer Agent do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareMAMistral AILate-stageFermat's Last Token and Mistral Vibe Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, API service and 3 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareDDeepSeekLate-stageFermat's Last Token and DeepSeek Harness both list agentic coding; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareGGensparkLate-stageFermat's Last Token and GenTerminal both serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.Shared product typeCompareUUiPathPublicFermat's Last Token and UiPath Test Cloud both list agentic coding; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareAAmikaUndisclosedFermat's Last Token and Amika cloud devboxes both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships agent platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAssembleUndisclosedFermat's Last Token and Assemble both list agentic coding; scale not recorded for either; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMAMoonshot AILate-stageFermat's Last Token and Kimi Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, agent platform and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareOOpenRouterLate-stageFermat's Last Token and Ori both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareAApproximaUndisclosedFermat's Last Token and Approxima both serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent rather than the same layer.Different layerCompareFFramerLate-stageFermat's Last Token and Framer AI both list code generation; Quotient Labs's scale not recorded; ships AI agent and application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareFFigmaPublicFermat's Last Token and Figma Make both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent and application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTTencentPublicFermat's Last Token and CodeBuddy do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareZZendeskLate-stageFermat's Last Token and Zendesk App Builder both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareBBuildShipUndisclosedFermat's Last Token and AI Builder both list code generation; scale not recorded for either.1 of 2 capabilitiesShared product typeComparePPapayaUndisclosedFermat's Last Token and Papaya both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.Shared product typeCompareLSLM StudioUndisclosedFermat's Last Token and LM Studio Bionic both list agentic coding; scale not recorded for either; ships AI agent, application and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAAutomation AnywhereUndisclosedFermat's Last Token and Automation Anywhere Code both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareMPMeta PlatformsPublicFermat's Last Token and Muse Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, agent platform and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareWWixPublicFermat's Last Token and Wix Harmony both list code generation; Quotient Labs's scale not recorded; ships AI agent and application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareDDatadogPublicFermat's Last Token and Bits Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.2 of 2 capabilitiesShared product typeCompareAAAxelera AILate-stageFermat's Last Token and Axelera Wingman do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareCLCarrot LabsUndisclosedFermat's Last Token and SuperPenguin both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships application rather than the same layer.Different layerCompareZZapierLate-stageFermat's Last Token and Zapier SDK both list code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareOOpenAILate-stageFermat's Last Token and Codex do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, API service and 3 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAAucertUndisclosedFermat's Last Token and Aucert both serve buyers who need to code with an AI assistant; scale not recorded for either.Shared product typeCompareMMastraEarly-stageFermat's Last Token and Mastra Code do comparable work on agentic coding and code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareLLaunchpadUndisclosedFermat's Last Token and Launchpad AI Assistant both serve buyers who need to code with an AI assistant; scale not recorded for either.Shared product typeCompareMMiniMaxPublicFermat's Last Token and MiniMax Code both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, application and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMavvrikEarly-stageFermat's Last Token and Mavvrik both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships AI agent and platform rather than the same layer.Different layerComparePPalantirPublicFermat's Last Token and AI FDE both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded.1 of 2 capabilitiesShared product typeCompareCClickHouseLate-stageFermat's Last Token and ClickHouse Agents both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships agent platform, application and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareVVantageEarly-stageFermat's Last Token and LLM Token Allocation both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships AI agent and application rather than the same layer.Different layerCompareHHyperProbeUndisclosedFermat's Last Token and HyperProbe both serve buyers who need to code with an AI assistant; scale not recorded for either; ships agent platform rather than the same layer.Different layerCompareJJFrogPublicFermat's Last Token and JFrog Boost both serve buyers who need to code with an AI assistant; scale not recorded for either.Shared product typeCompareAAdobePublicFermat's Last Token and Development Agent both list agentic coding; both also serve buyers who need to code with an AI assistant; Quotient Labs's scale not recorded; ships AI agent, API service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSSASUndisclosedFermat's Last Token and SAS Viya Copilot both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareFFinoutEarly-stageFermat's Last Token and AI Virtual Tags both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships AI agent and application rather than the same layer.Different layerCompareTTraverseUndisclosedFermat's Last Token and Traverse both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships platform rather than the same layer.Different layerCompareTTolokaUndisclosedFermat's Last Token and Tendem both list code generation; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent, data service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareELExperiential LabsUndisclosedFermat's Last Token and Experiential Intelligence Layer both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.Shared product typeCompareSASkywork AIUndisclosedFermat's Last Token and Skywork Desktop both list agentic coding; both also serve buyers who need to code with an AI assistant; scale not recorded for either; ships AI agent, API service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompare

Closest alternatives are pairs a vendor page itself compares. Similar products are matched from what each product does; nothing in that group is asserted as a rivalry.

Sources

Total funding

Not found · 20 Oct 2026

Pages read for this record state no funding total. Tried the home page and the company's YC profile.

Valuation

Not found · 20 Oct 2026

Pages read for this record state no valuation. Tried the home page and the company's YC profile.

Founded

Company disclosure · 20 Oct 2026

Own YC profile lists Founded: 2025; quotientlabs.com states no founding year.

Public listing

Not found · 20 Oct 2026

No listing on the pages read; treated as private.

Description

Official documentation · 20 Oct 2026

Home page: "Fermat's Last Token runs alongside Claude Code to reduce token spend, compress context, and optimize tool calls while preserving output quality, without changing how you work."

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