⚡Stack Radar

General Assistants · Reviewed 18 Oct 2026

Mistral Vibe

AI chat assistant and agent for work and code.

from $14.99 · free tier · mistral.ai ↗

Paid against free › General Assistants › Mistral Vibe

Mistral Vibe at a glance

SEO analysis

Collected Oct 18, 2026

mistral.ai: an estimated 6,984,878 total monthly visits and about 58,615 monthly organic visits across 11,497 ranking keywords. Scout crawled 15 pages and measured a technical health score of 94/100.

7MEstimated total trafficModeled monthly visits11.5KRanking keywordsPublic search sample94/100Technical health15 pages checked42.3KReferring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Mistral Vibe is an AI chat assistant and agent for work and code, formerly known as Le Chat S7. It is used by professionals and developers to automate tasks, write and deploy code, and create documents and presentations S7. Its practical value lies in integrating with 100+ tools and offering flexible deployment, including on-premises for enterprises S7.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Mistral Vibe is an AI chat assistant and agent for work and code, formerly Le Chat S7.
  • Core purpose: It solves the problem of repetitive work and complex coding tasks by automating them S7.
  • Intended users: Professionals and developers who need AI assistance for work and coding S7.
  • Product scope: It is a single application offering chat, coding, research, and document creation, not a platform S7.
  • Positioning: Mistral positions Vibe as an AI agent for long-horizon tasks, fluent in your knowledge and tools S7.
  • Claimed distinction: It claims to handle long-horizon tasks with deep integration and customization S7.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
DevelopersWrite, test, and deploy code with async agents that open PRs S7.
Business professionalsGenerate board decks, strategic briefs, and reports from research S7.
TeamsAutomate recurring workflows and schedule tasks S7.
EnterprisesDeploy on-premises with full data residency for compliance S7.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Chat and searchAsk questions and get answers with web search and internal knowledge sources S7.
Coding agentWrite, test, and deploy code across your codebase, with async agents that open PRs S7.
Document creationGenerate PDFs, board decks, briefs, and reports from research and data S7.
Workflow automationSchedule recurring tasks and package workflows into reusable agents S7.
Data analysisUpload spreadsheets or connect databases to spot patterns and flag anomalies S7.
IntegrationsConnect to 100+ tools via connectors and MCP compatibility S7.
Enterprise deploymentDeploy on-premises, in private cloud, or on Mistral Cloud with data residency S7.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
Email, calendar, Slack, GitHub, JiraConnectorsConnect to 100+ tools for search and action S7.
MCP serversMCP compatibilityConnect to any remote MCP server S73.
VS Code and JetBrainsPluginCode completion and natural language editing S73.
External knowledge sourcesConnectorsConnect sources for real-time answers S81.
APIAPIProgrammatic access to models and features S103.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free$0 S73Limited messages, web searches, coding sessions S73Limited libraries; up to 5 scheduled tasks S73
Pro$14.99 per month, excluding taxes S73$25.5/mo in API credits S73Up to 5x free web searches; up to 15 GB libraries S73
Team$24.99 per user per month, excluding taxes S73Up to 5x free web searches S73Up to 30 GB per user; $50 minimum for 2 users S73
EnterpriseContact sales S73Private deployments, audit logs, SAML SSO S73Not published S73
Student$5.99 per month (normally $14.99) S73Pro features S73Valid for 12 months for verified students S73

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
ollama.com326devstral, codestral
datacamp.com224devstral, codestral
medium.com224.5devstral, codestral
youtube.com214.5devstral
reddit.com227.5devstral, codestral
digitalocean.com112devstral
huggingface.co113codestral
venturebeat.com115devstral
lmstudio.ai116codestral

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

Page typeEvidenceSource
customers// AFTER initial render. Astro's ClientRouter swaps / on // navigation, detaching those injected nodes: the banner disappears and // openAxeptioCookies() stops working (SDK DOM refs point to detached // nodes). A full reload re-runs GTM → re-injects Axeptio → works again. // // Fix: tag every node injected post-render, park the exact same nodes // under (outside head/body) during the swap, then move them back // after. Nodes stay in the same document throughout — no cross-document // adoption — so the Axeptio SDK's JS references remain valid. Scripts // are skipped so the SDK is never re-executed (no duplicate banner). var PERSIST = 'data-consent-persist' var PARK = 'data-consent-park' var observer = null function tag(node) { if (!node \node.nodeType !== 1) return if (node.tagName === 'SCRIPT') return if (node.hasAttribute(PERSIST) \
customersGet in touchhttps://mistral.ai/customers/
customers](/contact/)https://mistral.ai/customers/
customers](/research/)https://mistral.ai/customers/
customersSovereign AIhttps://mistral.ai/customers/
customers](/contact)[https://mistral.ai/customers/
customers](https://console.mistral.ai)https://mistral.ai/customers/
customersWhy Sovereign AIhttps://mistral.ai/customers/
customers](/sovereign-ai/)[https://mistral.ai/customers/
customers](/products/)[https://mistral.ai/customers/
customers](/our-method/)[https://mistral.ai/customers/
customersSovereign AI in practicehttps://mistral.ai/customers/
customers](/use-cases/)https://mistral.ai/customers/
customers](/cloud/inference/)[https://mistral.ai/customers/
customers](/cloud/compute/)https://mistral.ai/customers/
customersEnergy & utilitieshttps://mistral.ai/customers/
customers](/industry/energy/)[https://mistral.ai/customers/
customersManufacturinghttps://mistral.ai/customers/
customers](/industry/manufacturing/)[https://mistral.ai/customers/
customersFinancial serviceshttps://mistral.ai/customers/

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 4.1%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
featuresAI coding solutions tailored for you, under your control.https://mistral.ai/solutions/coding/
featuresFrontier transcription, voice synthesis, and voice agents for natural, expressive, nuanced interactions with voice AI.https://mistral.ai/solutions/speech/
featuresThree core voice AI solutions for any conversation.https://mistral.ai/solutions/speech/
featuresCompliant voice AI for wealth management advisory, insurance policy queries, and client onboarding.https://mistral.ai/solutions/speech/
featuresSovereign AIhttps://mistral.ai/solutions/coding/
features](https://console.mistral.ai)https://mistral.ai/solutions/coding/
featuresWhy Sovereign AIhttps://mistral.ai/solutions/coding/
features](/sovereign-ai/)[https://mistral.ai/solutions/coding/
featuresSovereign AI in practicehttps://mistral.ai/solutions/coding/
features](https://docs.mistral.ai)[https://mistral.ai/solutions/coding/
features](https://console.mistral.ai/)[https://mistral.ai/solutions/coding/
features](https://chat.mistral.ai/)https://mistral.ai/solutions/coding/
featuresSovereign AIhttps://mistral.ai/solutions/document-ai/
features](https://console.mistral.ai)https://mistral.ai/solutions/document-ai/
featuresWhy Sovereign AIhttps://mistral.ai/solutions/document-ai/
features](/sovereign-ai/)[https://mistral.ai/solutions/document-ai/
featuresSovereign AI in practicehttps://mistral.ai/solutions/document-ai/
features](https://docs.mistral.ai)[https://mistral.ai/solutions/document-ai/
features](https://console.mistral.ai/)[https://mistral.ai/solutions/document-ai/
features](https://chat.mistral.ai/)https://mistral.ai/solutions/document-ai/

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where ollama.com appears.3 first-page appearances across devstral, codestral

Website intelligence — Collected evidence

Website evidence gaps

  • integrations: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

No citation-grounded independent review links were found.

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyCiscocustomer case study — # Transforming the CX experience: How Cisco plans to cut renewal proposal time by 20%. (Cisco / Mistral AI)
Case studyBelfiuscustomer case study — Belfius, a leading Northern European Digital Bank, aimed to enhance their customer experience by migrating from a pure scripted bot platform to an advanced AI solution. (Belfius / Mistral AI)
Case studyPrettocustomer case study — Pretto, the leading online French mortgage broker, leverages Mistral models to improve the experience of their borrower clients by analyzing in depth their communications with their broker. (Pretto / Mistral AI)

Independent mentions

  • Customer stories / Mistral — # Bringing customers to the frontier. We help customers across the world transform their operations, products, and services with AI. ... semiconductor lithography with Mistral. ## AXA empowers employees and develops tailored use cases with Mistral.
  • Zalando / Mistral AI — , a leading European e-commerce platform, is dedicated to delivering exceptional shopping experiences to its millions of customers. By partnering with AWS ... engagement and operational efficiency. Zalando utilized Mistral models hosted on AWS
  • Stellantis and Mistral / Mistral AI — vehicles to streamlining production, AI is a key piece of ... is working with Mistral to develop and evaluate AI-driven innovations such as a Bill of Materials Data Intelligence tool. This tool is designed to streamline the analysis of complex component
  • Ardian / Mistral — of unstructured documents daily—from market and due ... memoranda. To accelerate deal execution and enhance decision-making capabilities, Ardian partnered with Artefact and Mistral to develop GAIA, an internal Generative AI platform that transforms how
  • Capgemini / Mistral AI — % to 100% developer adoption, the internal coding ... - 100% developer adoption rate across all client projects - 90% code completion accuracy vs. 50% with previous solutions - 50+ client projects reporting productivity improvements in less than 6 months
  • DSO National Laboratories and Mistral / Mistral AI — complex, DSO needed to train its own multilingual large language models from scratch that could be deployed entirely on premise. To accelerate development, DSO partnered with Mistral to co-develop a specialized multilingual MoE model using Forge,
  • Orange / Mistral AI — with 298 million customers worldwide. Orange uses Mistral models to generate personalized promotion messages that are individualized to recipients’ characteristics and profile and intended to promote sales activities. A tailor-made marketing campaign was

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipCo-founder and CEO.source
Contact and supportYes, the Mistral Enterprise plan includes custom SLAs, dedicated support, and private deployments. Contact us for more details.source
Legal and privacySubject to fair usage limits and Mistral's Terms of Service.source
Security and complianceCustomize every layer: models fine-tuned on your data, agents that sharpen with use, and full data residency in any cloud or datacenter. Your intelligence stays yours.source
Uptime and status pageOui, le plan Mistral Enterprise comprend des SLA personnalisés, une assistance dédiée et des déploiements privés.Contact us for more details.source
Domain registered2019-05-15—
Domain expires2029-05-15—

Every trust signal above is backed by a collected page or a registration record.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
API pricing / Mistral DocsDocumentationPricing for Mistral models through the API, organized by family. (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Available as cloud and on-premises deployment S7.S7
Platforms and appsNot published on the collected pages.—
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers API access and MCP compatibility S73 S103.S73
Data ownership and exportEnterprise deployments include full data residency S7.S7
Performance and reliability claimsNot published on the collected pages.—
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2019-05-15 — Cloudflare, Inc
Domain expires2029-05-15
First archived2022-03-24 — web archive
TLS certificateGoogle Trust Services, valid, expires 2027-01-07
Security headersHSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Server headercloudflare
Mail handled bymailstream-eu1.mxrecord.io, mailstream-central.mxrecord.mx
Nameserversivan.ns.cloudflare.com, ada.ns.cloudflare.com

Not measurable: rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 94/100
  • Critical issues: 0
  • Warnings: 11
  • Notices: 18

Issues

SeverityIssueValueAffected URL
warningPage should have one primary H10https://mistral.ai/
noticeImages are missing alt text44https://mistral.ai/
noticeMeta description length should be reviewed31https://mistral.ai/contact/
noticeImages are missing alt text4https://mistral.ai/contact/
noticeImages are missing alt text57https://mistral.ai/research/
noticeMeta description length should be reviewed31https://mistral.ai/contact/
noticeImages are missing alt text4https://mistral.ai/contact/
noticeMeta description length should be reviewed7https://mistral.ai/sovereign-ai/
noticeImages are missing alt text17https://mistral.ai/sovereign-ai/
noticeImages are missing alt text5https://mistral.ai/products/
noticeImages are missing alt text26https://mistral.ai/our-method/
noticeImages are missing alt text16https://mistral.ai/use-cases/
noticeImages are missing alt text29https://mistral.ai/cloud/inference/
noticeImages are missing alt text28https://mistral.ai/cloud/compute/
noticeImages are missing alt text29https://mistral.ai/industry/energy/
noticeImages are missing alt text26https://mistral.ai/industry/manufacturing/
noticeImages are missing alt text21https://mistral.ai/industry/financial-services/
noticeImages are missing alt text22https://mistral.ai/industry/public-sector/
noticeImages are missing alt text4https://mistral.ai/customers/
warningDuplicate title in audit sample2https://mistral.ai/contact/
warningDuplicate title in audit sample2https://mistral.ai/contact/
warningDuplicate meta description in audit sample2https://mistral.ai/contact/
warningDuplicate meta description in audit sample2https://mistral.ai/contact/
warningDuplicate meta description in audit sample6https://mistral.ai/products/
warningDuplicate meta description in audit sample6https://mistral.ai/use-cases/
warningDuplicate meta description in audit sample6https://mistral.ai/industry/energy/
warningDuplicate meta description in audit sample6https://mistral.ai/industry/manufacturing/
warningDuplicate meta description in audit sample6https://mistral.ai/industry/financial-services/
warningDuplicate meta description in audit sample6https://mistral.ai/industry/public-sector/

Crawled pages

StatusTitleH1sWordsResponseURL
200Mistral \#1 in Sovereign AI: Frontier Open Models You Own01053115 ms
200Contact us \Mistral1560232 ms
200AI Research \Mistral11119185 ms
200Contact us \Mistral1560120 ms
200Sovereign AI — Own the Intelligence You Build \Mistral11656163 ms
200Products \Mistral1466232 ms
200Mistral services \Build your own AI, supported by Mistral.1936265 ms
200Frontier AI LLMs, assistants, agents, services \Mistral AI1526360 ms
200Inference \Mistral11956252 ms
200AI Cloud for training and inference at scale \Mistral1993325 ms
200Energy \Mistral11006219 ms
200Manufacturing \Mistral1106362 ms
200Financial Services \Mistral1975185 ms
200Public Sector \Mistral1982332 ms
200Customer stories \Mistral11087182 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct58.7%
search25.0%
search organic24.9%
search paid0.0%
social5.7%
social organic5.7%
social paid0.0%
referrals4.8%
paid referrals0.2%
mail1.6%
gen ai4.1%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors by name. Evidence gaps include lack of customer reviews, detailed security certifications, and uptime information. Open questions remain about specific platform support and performance metrics.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from mistral.ai, including product, pricing, and documentation pages. Static and browser rendering collectors were used; deep page fetch was disabled. External proof search was performed but no additional verification was completed. Limitations include incomplete rendering of some pages and lack of third-party review data.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.