M

Mentlio

Engineering-intelligence platform that measures what AI coding spend costs and produces, cuts token waste with a model-routing layer and companion tools, and keeps prompts and source code on the developer's device, reporting aggregate scores to dashboards and to Slack and Teams.

StageUndisclosed

Founded2026

HeadquartersSan Francisco, USA

StatusPrivate

Product

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

• Mentlio Application

  Platform for engineering leaders that shows what AI spend costs and what it produces, per team, person and prompt, with a Suite of token savers (model routing, context retrieval, response discipline, log compression, reversible context) and Slack and Teams digests; measurement runs locally so dashboards receive aggregate scores, not prompts or code; demo-led with no published price.

Similar products 54

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 ↗

HHarnessLate-stageMentlio and AI DLC Insights both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareLLinzumiUndisclosedMentlio and Linzumi both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareDIDeep InteractionsUndisclosedMentlio and Deep Interactions both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareKCKilo CodeAcquiredMentlio and Kilo Cloud Agents both list agentic coding; Mentlio's scale not recorded; Kilo Code is acquired, with no independent scale; ships AI agent, API service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareJJetBrainsUndisclosedMentlio and Air Governance both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareCCursorAcquiredMentlio and Cursor Automations both list agentic coding; Mentlio's scale not recorded; Cursor is acquired, with no independent scale.1 of 2 capabilitiesShared product typeCompareVVercelLate-stageMentlio and Vercel Agent both list agentic coding; Mentlio's scale not recorded.2 of 2 capabilitiesShared product typeCompareFDFifth DoorUndisclosedMentlio and Fifth Door both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareAAssembleUndisclosedMentlio and Assemble both list agentic coding; scale not recorded for either; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRadiusUndisclosedMentlio and Radius both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareAFAmp Frontier CorporationUndisclosedMentlio and Orbs both list agentic coding; scale not recorded for either; ships AI agent and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareFFinoutEarly-stageMentlio and Billy both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.Shared product typeCompareFFactoryLate-stageMentlio and Factory Missions both list agentic coding; Mentlio's scale not recorded; ships AI agent, developer tool and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMosaicUndisclosedMentlio and Mosaic both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSSupersetUndisclosedMentlio and Superset both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareUUiPathPublicMentlio and UiPath ScreenPlay both list agentic coding; Mentlio's scale not recorded.2 of 2 capabilitiesShared product typeCompareCCognitionLate-stageMentlio and Fusion both list agentic coding; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareZIZed IndustriesEarly-stageMentlio and Zed both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGGitLabPublicMentlio and GitLab Duo CLI both list agentic coding; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareRReplitLate-stageMentlio and Replit both list agentic coding; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSStackBlitzUndisclosedMentlio and Bolt.new both list agentic coding; scale not recorded for either; ships infrastructure service and platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRoomoteUndisclosedMentlio and Roomote both list agentic coding; scale not recorded for either; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareBBridgeMindUndisclosedMentlio and BridgeMind both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareJJcodeUndisclosedMentlio and Jcode both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHopliteUndisclosedMentlio and Hoplite both list agentic coding; scale not recorded for either; ships agent platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareBByteAskUndisclosedMentlio and ByteAsk both list agentic coding; scale not recorded for either; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCClineEarly-stageMentlio and Cline both list agentic coding; scale not recorded for either; ships AI agent and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLSLM StudioUndisclosedMentlio and LM Studio Bionic both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareGGitarAcquiredMentlio and Gitar both list agentic coding; Mentlio's scale not recorded; Gitar is acquired, with no independent scale; ships AI agent rather than the same layer.1 of 2 capabilitiesDifferent layerCompareVVantageEarly-stageMentlio and LLM Token Allocation both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.Shared product typeCompareBABlackbox AIUndisclosedMentlio and Blackbox AI both list agentic coding; scale not recorded for either; ships AI agent, API service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEmergentLate-stageMentlio and Emergent both list agentic coding; Mentlio's scale not recorded; ships AI agent and platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCodeRabbitLate-stageMentlio and CodeRabbit Agent for Slack both list agentic coding; Mentlio's scale not recorded; ships AI agent and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLovableLate-stageMentlio and Lovable both list agentic coding; Mentlio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAnacondaLate-stageMentlio and AI Workspaces both list agentic coding; Mentlio's scale not recorded.2 of 2 capabilitiesShared product typeCompareMMavvrikEarly-stageMentlio 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 layerCompareSSonarLate-stageMentlio and SonarQube both list agentic coding; Mentlio's scale not recorded; ships AI agent and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAmazonPublicMentlio and Kiro both list agentic coding; Mentlio's scale not recorded.2 of 2 capabilitiesShared product typeCompareCMComet MLEarly-stageMentlio and Cost Intelligence both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareAHAll Hands AIEarly-stageMentlio and OpenHands both list agentic coding; scale not recorded for either; ships AI agent, agent platform and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareACAugment CodeLate-stageMentlio and Cosmos both list agentic coding; Mentlio's scale not recorded; ships AI agent and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOpenCodeUndisclosedMentlio and OpenCode both list agentic coding; scale not recorded for either; ships AI agent and API service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGGraphideUndisclosedMentlio and Graphide both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGGreptileUndisclosedMentlio and TREX both list agentic coding; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerComparePPapayaUndisclosedMentlio and Papaya both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerComparePPointFiveEarly-stageMentlio and TokenShift 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.1 of 2 capabilitiesDifferent layerCompareDDataikuLate-stageMentlio and Dataiku LLM Guard Services both serve buyers who need to track and cut what we spend on AI models; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSASarvam AILate-stageMentlio and Sarvam Coding Agents both list agentic coding; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareASAI SpendOpsUndisclosedMentlio and AI SpendOps both serve buyers who need to track and cut what we spend on AI models; scale not recorded for either; ships infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLangWatchUndisclosedMentlio and Langy both list agentic coding; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareAAmikaUndisclosedMentlio and Amika cloud devboxes both list agentic coding; scale not recorded for either; ships agent platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAdobePublicMentlio and Development Agent both list agentic coding; Mentlio's scale not recorded.1 of 2 capabilitiesShared product typeCompareIImbueLate-stageMentlio and Blueprint both list agentic coding; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareRReflectionLate-stageMentlio and Mirror CLI both list agentic coding; Mentlio's scale not recorded; ships developer tool and model API 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 · 19 Oct 2026

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

Valuation

Not found · 19 Oct 2026

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

Founded

Company disclosure · 19 Oct 2026

Own YC profile lists Founded: 2026; mentlio.com states no founding year. The pages name no legal entity.

Public listing

Not found · 19 Oct 2026

No listing on the pages read; treated as private.

Description

Official documentation · 19 Oct 2026

Home page: "Mentlio measures locally, cuts token waste, and keeps prompts and source code on-device."

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