Overview
Summary
The useful answer before the supporting detail.
Blaxel is infrastructure for autonomous agents, providing microVMs that boot in milliseconds and resume in about 25ms, along with shared memory and programmable networking S67. It is used by teams building and operating AI agents, such as coding agents and vertical AI products, to solve the problem of running long-lived, stateful workloads reliably and securely S133. The platform offers a practical value by enabling agents to persist state, run isolated sandboxes, and scale to zero when idle, so you pay only for active compute S67 S104.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: Blaxel is a cloud infrastructure platform for autonomous agents S1 S67.
- Core purpose: It provides a stateful, session-first runtime so agents can persist context and run for extended periods without cold starts S23.
- Intended users: Engineering and platform teams building and deploying AI agents S133.
- Product scope: A single platform offering compute, storage, networking, and a runtime, not a broader product family S1 S2 S23.
- Positioning: Blaxel positions itself as the infrastructure foundation for autonomous agents, optimizing for scale and security S67.
- Claimed distinction: It claims to deliver a fully stateful runtime and high-performance, POSIX-compliant shared storage purpose-built for agent workloads S23 S15.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Coding agents and AI app builders | Give each user an isolated, pre-warmed computer with filesystem, shell, and preview URL, ready in milliseconds S133. |
| Vertical AI product teams | Run untrusted, model-generated actions against customer data in secure, isolated sandboxes S133. |
| Enterprise platform teams | Provide a compliant, observable runtime for internal AI initiatives, deployable where data resides S133. |
Traffic and search
SEO analysis
Collected Oct 24, 2026blaxel.ai: an estimated 71,484 total monthly visits and about 613 monthly organic visits across 367 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.
Search summary
The useful answer before the supporting detail.
Blaxel is infrastructure for autonomous agents: microVMs that boot in milliseconds and resume in ~25ms, shared memory, and programmable networking. blaxel.ai: an estimated 71,484 total monthly visits and about 613 monthly organic visits across 367 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.
- Total traffic (modeled): 71,484 monthly visits across all channels.
- Organic search traffic (estimated): 613 monthly visits from search.
- Strongest sampled ranking: modal pricing at position 4.
- Leading page in the collected evidence: https://blaxel.ai/blog/modal-pricing-alternatives-guide.
- Closest measured organic competitor: modal.com, appearing 5 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 98/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| technical | Blaxel is infrastructure for autonomous agents: microVMs that boot in milliseconds and resume in ~25ms, shared memory, and programmable networking. | https://blaxel.ai/ |
| technical | Sandboxes | https://blaxel.ai/ |
| technical | Batch Jobs | https://blaxel.ai/ |
| technical | MCP servers | https://blaxel.ai/ |
| technical | Agent Runtime | https://blaxel.ai/ |
| technical | Persistent file systems | https://blaxel.ai/ |
| technical | Agent Drive | https://blaxel.ai/ |
| technical | Sandbox local file system | https://blaxel.ai/ |
| technical | Outbound control | https://blaxel.ai/ |
| features | Get started for free | https://blaxel.ai/blog/agent-safety-platform |
| features | Baseten is a launch partner for the NVIDIA Agent Safety Platform and supports OpenShell in the latest generation of Blaxel Sandboxes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Agent safety has become top of mind in recent weeks, specifically focused on where failure modes lie and how to address them. With Baseten, we’re thrilled to support NVIDIA’s Agent Safety Platform, which addresses safety across three critical areas: the application layer, runtime, and infrastructure. | https://blaxel.ai/blog/agent-safety-platform |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 47,898 |
| 2026-05 | 60,730 |
| 2026-06 | 42,119 |
| 2026-07 | 52,159 |
| 2026-08 | 57,066 |
| 2026-09 | 71,484 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 28.4% |
| IN | India | 12.3% |
| PH | Philippines | 7.8% |
| FR | France | 6.9% |
| AR | Argentina | 3.8% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Feb 17, 2025 |
| Last changed | Aug 12, 2026 |
| Expires | Feb 17, 2027 |
| WHOIS server | whois.nic.ai |
| DNSSEC | — |
| Nameservers | todd.ns.cloudflare.com, joyce.ns.cloudflare.com |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| blaxel | 6,840 | $1.77 | $8,900 |
| blaxel funding | 270 | $0.00 | $310 |
| blaxel ai | 430 | $0.00 | $210 |
| agent runtime as a service | 190 | $0.00 | $190 |
| aws lambda serverless gpu | 150 | $0.00 | $140 |
Independent Google result page
Query: modal pricing
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | Pricing: Pay per second for GPUs and CPUs | https://modal.com/pricing | Pay only for the compute you use, billed by the second, with nothing charged for idle time. Start with $30/month in free compute. |
| 2 | Modal: The platform for production AI | https://modal.com/ | Only pay for what you use. billed by the second GPUs when you need them, without quotas or reservations. You pay only while your code runs, with granular cost ... |
| 3 | GPU acceleration | Modal Docs | https://modal.com/docs/guide/gpu | Refer to our pricing page for the latest pricing on each GPU type. often get the job done at a competitive cost, Pricing Examples |
| 4 | Modal Pricing Explained (2026): Plans, GPU Rates, and Why ... | https://www.beam.cloud/blog/modal-pricing-explained | Modal's effective H100 runs ~$3.95/hr, more expensive than every major dedicated GPU provider, and you can't undercut it because there's no BYOC ... |
| 5 | How to price serverless GPUs | https://modal.com/blog/how-to-price-serverless | So we built this interactive tool to help teams estimate costs for serverless and reserved GPUs. The model defaults to current rates for a B200 ... |
| 6 | A complete guide to Modal AI pricing in 2026 | https://www.eesel.ai/blog/modal-ai-pricing | pricing in 2026: Free, Premium at $17.49, Professional at $49.99 and Enterprise from $299.99, plus the two AI bot add-ons that can cost more ... |
| 7 | Modal GPU Pricing 2026: Per-Second Billing Cost vs ... | https://www.spheron.network/blog/modal-gpu-pricing-2026-per-second-billing/ | Modal's published rate is $0.001097 per second, which works out to about $3.95/hr at 100% utilization. That's the base rate before any region ... |
| 8 | Billing | Modal Docs | https://modal.com/docs/guide/billing | Up-to-date unit pricing for all of our products is available on our Pricing page. Billing frequency and incremental billing. All Workspaces are billed monthly. |
| 9 | Modal GPU Pricing: Compare 11+ GPUs | https://computeprices.com/providers/modal | Modal pricing per GPU-hour, updated daily: 11+ GPUs including A100 PCIE, Tesla T4, A100 SXM from $0.59/hr. Compare rates with other providers. |
| 10 | Modal Pricing Guide: Plans, Costs & Real Examples | https://checkthat.ai/brands/modal/pricing | Modal's Team Plan charges a flat $250/month independent of usage, while the Starter Plan carries no monthly subscription fee. Both tiers layer ... |
Important pages
Pages earning the most estimated search traffic in the sample.
| URL | Ranking keywords | Estimated traffic | Best position |
|---|---|---|---|
| https://blaxel.ai/blog/modal-pricing-alternatives-guide | 1 | 58 | 4 |
| https://blaxel.ai/index.html | 2 | 42.6 | 1 |
| https://blaxel.ai/blog/typescript-vs-python-ai-agents | 1 | 31.6 | 4 |
| https://blaxel.ai/ | 1 | 27.4 | 1 |
| <https://docs.blaxel.ai/Tutorials/AI modelCode> | 1 | 15.2 | 1 |
| https://blaxel.ai/blog/how-to-deploy-ai-agents.html | 1 | 12.2 | 1 |
| https://blaxel.ai/blog/aws-lambda-gpu.html | 1 | 11.3 | 2 |
| https://blaxel.ai/blog/fly-io-sprites-alternatives-ai-agent-sandboxes | 1 | 8.1 | 2 |
| https://blaxel.ai/blog/ai-generated-code-detection.html | 1 | 6.5 | 2 |
| https://blaxel.ai/blog/best-ai-agents | 1 | 4.2 | 5 |
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| technical | Blaxel: Infrastructure for autonomous agents. | 736 | new | https://blaxel.ai/ |
| pricing | Pricing \ | static | 1,405 | new |
| pricing | Daytona Dev Environment Pricing vs Top Alternatives for 2026 \ | static | 3,258 | new |
| pricing | Modal Pricing and Alternatives: GPU vs. CPU Infrastructure \ | static | 2,864 | new |
| features | Securing the open frontier with NVIDIA OpenShell and Blaxel sandboxes \ | static | 816 | new |
| features | Agent Drive \ | static | 726 | new |
| features | Agent Runtime \ | static | 207 | new |
| features | Batch Jobs \ | static | 231 | new |
| features | Compute \ | static | 182 | new |
| features | MCP Servers \ | static | 237 | new |
| features | Networking \ | static | 673 | new |
| features | Sandbox filesystem \ | static | 523 | new |
| features | Sandboxes \ | static | 856 | new |
| features | Storage \ | static | 559 | new |
| features | Volumes \ | static | 218 | new |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | Sign in | https://blaxel.ai/blog/agent-safety-platform |
| features | Get started | https://blaxel.ai/blog/agent-safety-platform |
| features | Sign inGet started | https://blaxel.ai/blog/agent-safety-platform |
| features | Get started for free | https://blaxel.ai/blog/agent-safety-platform |
| features | Spin up your first sandbox in under a second. | https://blaxel.ai/blog/agent-safety-platform |
| features | Start building | https://blaxel.ai/blog/agent-safety-platform |
| features | Back to blog posts | https://blaxel.ai/blog/agent-safety-platform |
| features | Blaxel News | https://blaxel.ai/blog/agent-safety-platform |
| features | September 28, 20264 min | https://blaxel.ai/blog/agent-safety-platform |
| features | Securing the open frontier with NVIDIA OpenShell and Blaxel sandboxes | https://blaxel.ai/blog/agent-safety-platform |
| features | Baseten is a launch partner for the NVIDIA Agent Safety Platform and supports OpenShell in the latest generation of Blaxel Sandboxes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Nicolas LecomteNico is a founder of Blaxel, who usually writes about AI, agentics, and the future of AI runtimes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Agent safety has become top of mind in recent weeks, specifically focused on where failure modes lie and how to address them. With Baseten, we’re thrilled to support NVIDIA’s Agent Safety Platform, which addresses safety across three critical areas: the application layer, runtime, and infrastructure. | https://blaxel.ai/blog/agent-safety-platform |
| features | As a launch partner for NVIDIA OpenShell and part of the Open Secure AI Alliance, we are working together to further the open, secure frontier, including the stack powering agents in production. | https://blaxel.ai/blog/agent-safety-platform |
| features | [Building open safety controls for agentic infrastructure](#building-open-safety-controls-for-agentic-infrastructure) | https://blaxel.ai/blog/agent-safety-platform |
| features | At Baseten, we believe openness is an advantage for AI safety. We continue to invest in building safety controls for the open frontier across inference, training, and sandboxes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Base Labs develops and publishes methods for training and monitoring open models, and Baseten builds that work into our deployment infrastructure at runtime. We recently launched our safety infrastructure effort with Base Labs, Hugging Face, and Goodfire AI in this vein; joining the Open Secure AI Alliance extends that commitment. | https://blaxel.ai/blog/agent-safety-platform |
| features | Monitoring only helps if its signals connect to permissions, isolation, and checks before an agent executes code. Blaxel's sandboxes and networking layer are where those controls live for agents running on Baseten. Blaxel also supports OpenShell, NVIDIA’s open-source runtime that enforces policy at the kernel level; OpenShell is agnostic to the compute the agent runs on. | https://blaxel.ai/blog/agent-safety-platform |
| features | [Introducing Carbon: our fourth-generation infrastructure](#introducing-carbon-our-fourth-generation-infrastructure) | https://blaxel.ai/blog/agent-safety-platform |
| features | Today we're introducing a private preview of Carbon, Blaxel's fourth infrastructure generation built to support trillions of agents in production. Coming to Baseten soon, Carbon will provide the backbone for sandboxes and broader execution infrastructure for all agentic workflows. | https://blaxel.ai/blog/agent-safety-platform |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Get started for free | https://blaxel.ai/pricing |
| pricing | Pricing that pays for active compute, not for standby | https://blaxel.ai/pricing |
| pricing | Usage-based pricing with infinite scalability. | https://blaxel.ai/pricing |
| pricing | $0.00\+ USAGE | https://blaxel.ai/pricing |
| pricing | Up to $200 in free credits | https://blaxel.ai/pricing |
| pricing | Start for free | https://blaxel.ai/pricing |
| pricing | $0 compute costs on standby | https://blaxel.ai/pricing |
| pricing | Start for free | https://blaxel.ai/pricing |
| pricing | Up to $200 in free credits. Spin up your first sandbox in under a second. | https://blaxel.ai/pricing |
| pricing | \ | Time the sandbox spends actively running, billed by its allocated memory (CPU scales automatically). The runtime auto-suspends when idle: suspended time does not count towards active CPU. \ |
| pricing | \ | Memory and filesystem snapshots that keep suspended sandboxes ready to resume. \ |
| pricing | \ | Templated deployment images stored for fast and repeatable creation. \ |
| pricing | \ | Active compute across every task in a job, billed by the memory it uses. \ |
| pricing | \ | Active compute while an MCP server runs, billed by the memory it uses. \ |
| pricing | \ | Data persisted on a drive, available concurrently across your fleet of sandboxes. \ |
| pricing | \ | Read and write operations against a drive, optimized for high-concurrency small-file access. \ |
| pricing | \ | Billed on the volume size you provision, for as long as the volume exists, regardless of how much data you actually write in it. \ |
| pricing | \ | A validated domain that points to one specific app, such as myapp.acme.co. \ |
| pricing | \ | A validated wildcard that covers every subdomain, such as \*.acme.co. \ |
| pricing | \ | Dedicated egress IP addresses that route any protocol: HTTP, PostgreSQL, TCP, and beyond. \ |
Integrations and supported platforms
| Page type | Evidence | Source |
|---|---|---|
| technical | Sign in | https://blaxel.ai/ |
| technical | Get started | https://blaxel.ai/ |
| technical | Sign inGet started | https://blaxel.ai/ |
| technical | Get started for free | https://blaxel.ai/ |
| technical | Spin up your first sandbox in under a second. | https://blaxel.ai/ |
| technical | Start building | https://blaxel.ai/ |
| technical | Blaxel has joined Baseten to build the future of agentic infrastructure!Read our announcement. | https://blaxel.ai/ |
| technical | Infrastructure for autonomous agents. | https://blaxel.ai/ |
| technical | Spin up isolated sandboxes in milliseconds with persistent shared memory and programmable networking. | https://blaxel.ai/ |
| technical | Try for free | https://blaxel.ai/ |
| technical | macOS / LinuxWindows | https://blaxel.ai/ |
| technical | `curl -fsSL https://blaxel.ai/install.sh \ | static |
| technical | Trusted by companies building the next generation of autonomous agents | https://blaxel.ai/ |
| technical | Compute was built for humans. Agents need something else\_ | https://blaxel.ai/ |
| technical | Cloud infrastructure was designed for one app at a time, and that model is running out of room. Agents need isolated environments to reason, code, and act, and they need them by the millions. They iterate on AI-generated code many times an hour, and every outcome has to be instantly available for the agents (and humans) waiting on it. | https://blaxel.ai/ |
| technical | Blaxel is the infrastructure foundation for autonomous agents. | https://blaxel.ai/ |
| technical | Agents don’t run like traditional software. They can be long-running, wait for inputs, wake back up, and pick up mid-task. Blaxel gives every agent an isolated microVM that boots in milliseconds, auto-suspends when idle, resumes in 25ms, and holds its state for as long as you need. Run, connect, and operate at any scale. | https://blaxel.ai/ |
| technical | agent - 2,093 | https://blaxel.ai/ |
| technical | agent - 34,000 | https://blaxel.ai/ |
| technical | agent - 8,417 | https://blaxel.ai/ |
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-24T16:57:27.695Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
- Cloud infrastructure was designed for one app at a time, and that model is running out of room. (source)
- Templated deployment images stored for fast, repeatable environment creation. (source)
- Create new volumes from volume templates in milliseconds to prepopulate them with data you reuse on every run. (source)
- | Images | Templated deployment images stored for fast and repeatable creation. (source)
- | Images | Templated deployment images stored for fast and repeatable creation. (source)
- A distributed filesystem for real-time, multi-agent collaboration. (source)
- A managed egress proxy that injects secrets in flight, so agents call authenticated APIs without ever holding the credential. (source)
- Enhance your Pay-as-you-go plan with premium features and support. (source)
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| Blaxel SDK | SDK | Programmatically create sandboxes and spawn batch jobs S29 S1. |
| S3-compatible endpoint for Agent Drive | API | Access drive files from any S3 client, such as AWS CLI or boto3 S15. |
| FUSE client | Integration | Mount Agent Drive as a local directory inside a sandbox, providing a POSIX-compliant filesystem S15. |
| Managed egress proxy | API | Route outbound HTTPS through a proxy, injecting secrets in flight and auditing every request S32. |
| MCP servers | Extension framework | Run MCP servers as first-class workloads next to agents on the same network S30. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Pay as you go | $0.0000115 per GB RAM-second while active; $0 on standby S104 | Free tier up to $200 credits S104 | Snapshots $0.20/GB-month; volumes $0.12/GB-month; sandbox quota starts at 10, tiered S104 |
| Pre-configured tiers | Tier 0: Free; Tier 1: $20/month; Tier 2: $50/month S104 | Sandbox quota: 10, 50, 200 respectively S104 | Not established |
| Custom / Enterprise | Contact sales S104 | All features of Pay-as-you-go, plus dedicated support, SAML, private networking, and more S104 | Up to 256 GB RAM per sandbox; bring your own compute S104 |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| modal.com | 5 | 1 | 3.4 | modal pricing |
| reddit.com | 1 | 1 | 1 | typescript vs python |
| egitaufiqnoor.medium.com | 1 | 1 | 2 | typescript vs python |
| mgsoftware.nl | 1 | 1 | 3 | typescript vs python |
| wizzdev.com | 1 | 1 | 4 | typescript vs python |
| beam.cloud | 1 | 1 | 5 | modal pricing |
| quora.com | 1 | 1 | 5 | typescript vs python |
| eesel.ai | 1 | 1 | 6 | modal pricing |
| community.deeplearning.ai | 1 | 1 | 6 | typescript vs python |
| blog.logrocket.com | 1 | 1 | 7 | typescript vs python |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
No supporting public-page evidence was collected for this category.
Independent review sources discovered
No links to supported independent review platforms were discovered on the collected pages.
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 65/100
- Backlinks: 8,464
- Referring domains: 1,559
- Dofollow backlinks: 58.0%
- Dofollow referring domains: 57.0%
| Source DR | Source title | Anchor | Source URL | Target URL |
|---|---|---|---|---|
| 51 | Probo - Compliance done for you \ | Probo | Blaxel | https://www.probo.com/ |
| 57 | Kima Ventures - Our awesome family | BlaxelBlaxel provides serverless infrastructure and tools for efficiently building, deploying, and sca ... | https://www.kimaventures.com/portfolio | http://blaxel.ai/ |
| 90 | Tools for getting started with the Brave Search API \ | Brave | Blaxel Blaxel is a cloud infrastructure built for AI agents. | https://brave.com/search/api/tools/ |
| 97 | GitHub - huggingface/smolagents: 🤗 smolagents: a barebones library for agents that think in code. · GitHub | Blaxel | https://github.com/huggingface/smolagents | https://blaxel.ai/ |
| 93 | Sandbox Agents \ | OpenAI API | Sandbox overview | https://developers.openai.com/api/docs/guides/agents/sandboxes |
| 69 | Modal GPU Pricing 2026: Per-Second Billing Cost vs Spheron \ | Spheron Blog | Blaxel's Modal pricing breakdown | https://www.spheron.network/blog/modal-gpu-pricing-2026-per-second-billing/ |
| 82 | Liz Wessel | BlaxelImagine if the cloud was built for AI-native startups and agents. | https://www.firstround.com/team/investing/liz-wessel | https://blaxel.ai/ |
| 92 | smolagents · Hugging Face | Blaxel | https://huggingface.co/docs/smolagents/index | https://blaxel.ai/ |
| 79 | TypeScript vs Python: Which to use for your project in 2026 | JetBrains State of Python 2025 (quoted in Blaxel | https://www.netguru.com/blog/typescript-vs-python | https://blaxel.ai/blog/typescript-vs-python-ai-agents |
| 12 | LetMeCheck.ai - The Health Checkup for Your Codebase | Blaxel.ai | https://letmecheck.ai/ | https://blaxel.ai/ |
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 1.2%
Scout traffic model did not return a separate AI-referral trend series for this domain.
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| features | As a launch partner for NVIDIA OpenShell and part of the Open Secure AI Alliance, we are working together to further the open, secure frontier, including the stack powering agents in production. | https://blaxel.ai/blog/agent-safety-platform |
| features | At Baseten, we believe openness is an advantage for AI safety. We continue to invest in building safety controls for the open frontier across inference, training, and sandboxes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Base Labs develops and publishes methods for training and monitoring open models, and Baseten builds that work into our deployment infrastructure at runtime. We recently launched our safety infrastructure effort with Base Labs, Hugging Face, and Goodfire AI in this vein; joining the Open Secure AI Alliance extends that commitment. | https://blaxel.ai/blog/agent-safety-platform |
| features | Because Carbon brings additional kernel capabilities to the sandbox, it can run heavier runtime software directly inside it. That opens the door to a new generation of tooling built specifically for frontier agentic AI, including NVIDIA's newly announced OpenShell. We built a ready-to-use template so you can boot a Carbon sandbox with OpenShell already installed. | https://blaxel.ai/blog/agent-safety-platform |
| features | A shared memory layer for AI agents | https://blaxel.ai/platform/agent-drive |
| features | Read the jobs docsTry Batch Jobs for free | https://blaxel.ai/platform/batch-jobs |
| features | A session-first, fully stateful runtime for AI agents. Run for hours and hand off cleanly between agents without writing a single line of state management. | https://blaxel.ai/platform/compute |
| features | Read the filesystem docsExplore sandbox architecture | https://blaxel.ai/platform/sandbox-filesystem |
| features | Read the sandbox quickstartTry Sandboxes for free | https://blaxel.ai/platform/sandboxes |
| features | Persist context and AI-generated code for years | https://blaxel.ai/platform/sandboxes |
| features | Complement your agent runtimes with storage built to retain context and AI-generated data for the long term. | https://blaxel.ai/platform/sandboxes |
| features | Sign in | https://blaxel.ai/blog/agent-safety-platform |
| features | Get started | https://blaxel.ai/blog/agent-safety-platform |
| features | Sign inGet started | https://blaxel.ai/blog/agent-safety-platform |
| features | Start building | https://blaxel.ai/blog/agent-safety-platform |
| features | Nicolas LecomteNico is a founder of Blaxel, who usually writes about AI, agentics, and the future of AI runtimes. | https://blaxel.ai/blog/agent-safety-platform |
| features | As a launch partner for NVIDIA OpenShell and part of the Open Secure AI Alliance, we are working together to further the open, secure frontier, including the stack powering agents in production. | https://blaxel.ai/blog/agent-safety-platform |
| features | At Baseten, we believe openness is an advantage for AI safety. We continue to invest in building safety controls for the open frontier across inference, training, and sandboxes. | https://blaxel.ai/blog/agent-safety-platform |
| features | Base Labs develops and publishes methods for training and monitoring open models, and Baseten builds that work into our deployment infrastructure at runtime. We recently launched our safety infrastructure effort with Base Labs, Hugging Face, and Goodfire AI in this vein; joining the Open Secure AI Alliance extends that commitment. | https://blaxel.ai/blog/agent-safety-platform |
| features | When Astra-grade agents are writing and running their own code, hardware-level isolation becomes a necessity (we've written before about why containers break down once agents start generating their own code). Carbon still runs on microVMs, and every Carbon sandbox gets its own dedicated IPv6 address. Somewhere between billions and trillions of agents will be running in parallel this decade; IPv6 is the only addressing scheme with room to spare. | https://blaxel.ai/blog/agent-safety-platform |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Striking-distance keyword | Move “modal pricing” from position 4 toward the top three. | Volume 880 · https://blaxel.ai/blog/modal-pricing-alternatives-guide |
| Important page | Strengthen the page already earning search visibility before creating an unrelated page. | https://blaxel.ai/blog/modal-pricing-alternatives-guide · 1 sampled keywords · best position 4 |
| Competitor gap | Review the sampled queries where modal.com appears. | 5 first-page appearances across modal pricing |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: no usable public page was collected; verify whether the site publishes this evidence.
- customers: 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.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
| Platform | Page | How it was found | Note |
|---|---|---|---|
| rywalker.com | Blaxel | Grounded web search | ## What Developers Say ... There is no dedicated HN launch thread as of June 2026; Blaxel surfaces mainly in comparison comments and in one substantive production account — the maintainer of Broccoli, a Show HN cloud coding agent, describing a migration off Google Cloud Run. > "We also send about 50% of jobs to Blaxel; we find it has a much better cold start compared to Cloud Run." — yzhong94, Broccoli maintainer, on Hacker News ... > "We switched to Blaxel and it's much faster now. The hibernat |
| RightAIChoice | Blaxel vs Temporal AI: Which Should You Pick in 2026? / RightAIChoice | Grounded web search | 43 mentions across 3 sources · 33% positive — critical (averaged across 3 sources) Hacker News, YouTube, Lemmy What users praise ... - • MicroVMs resume in ~25ms, solving slow cold starts. - • Auto-suspend when idle cuts costs to zero compute. - • Persistent state eliminates custom state management. - • Fast batch jobs and cron scheduling for production agents. ... - • Limited community feedback, making evaluation risky. - • Raw infrastructure, not for beginners or quick setups. - • Pricing uncl |
| Product Hunt | Blaxel Agent Drive: A shared filesystem for AI agents / Product Hunt | Grounded web search | agent workflow that sign up with a business email. We would especially like feedback from teams sharing tool outputs, datasets, code artifacts, dependency caches, or context histories across agents. What are your agents trying to hand off today? |
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Webflow | customer case study — - ### Why Webflow chose Blaxel for AI Code Components. (Built by the teams shipping autonomous software.) |
| Case study | Build0 | customer case study — > “I’ve tried CodeSandbox, Vercel, and Blaxel, and Blaxel is the most solid one I’ve seen. (Build0 cuts sandbox costs by 80% using Blaxel / Blaxel) |
| Case study | blaxel.ai | customer case study — ## HackerSquad streamlines developer time-to-value with Blaxel sandboxes HackerSquad uses Blaxel sandboxes to launch cloud IDEs in seconds, eliminating workshop setup friction and enabling hundreds of developers to co… (The Blaxel Blog) |
Independent mentions
- Blaxel & E2B use microVMs which is usually the standard for this kind of worload... / Hacker News — Blaxel & E2B use microVMs which is usually the standard for this kind of worloads. E2B feels more ephemeral while Blaxel feels more stateful, depends on what you're looking for. Daytona uses containers, less secure than VMs.
- Cloud IDEs that turn 90-minute setup into 3 minutes. — ## What changed - Setup time 90 min → 3 min From laptop wrangling to a running IDE. - Fleets Mac, Windows, Linux One environment regardless of the attendee's machine. - Cleanup Automatic Lifecycle policies delete environments after the event.
- An autonomous DevOps agent that operates without human supervision. — Mendral's AI engineer runs entirely inside Blaxel sandboxes, examining code and executing commands across customer repositories with hardware-level isolation and no human in the loop. ... -level One microVM per run, no shared kernel between customers. -
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.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | Nicolas LecomteNico is a founder of Blaxel, who usually writes about AI, agentics, and the future of AI runtimes. | source |
| Contact and support | Contact us for a quote. | source |
| Legal and privacy | / SOC 2 / HIPAA compliance / Yes (SOC 2, HIPAA, GDPR) / Yes (SOC 2 Type II, HIPAA with BAA, ISO 27001) / | source |
| Security and compliance | Built with security-first architecture and certified compliance standards to meet the most stringent enterprise requirements: SOC 2, HIPAA, ISO 27001. | source |
| Uptime and status page | Baseten targets production-critical workloads where uptime guarantees and embedded engineering support justify premium pricing. The platform competes on reliability rather than cost, positioning itself for teams where in | source |
| Domain registered | 2025-02-17 | — |
| Domain expires | 2027-02-17 | — |
Every trust signal above is backed by a collected page or a registration record.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Modal Pricing and Alternatives: GPU vs. CPU Infrastructure / Blaxel | Guide | Guides, comparisons, pricing breakdowns, use cases, and how-to articles. (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
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Offers a managed cloud with private endpoints, and a self-hosted option where bare metal servers connect privately to the Blaxel control plane | S104 |
| Platforms and apps | Accessed via web app and API/SDK | S15 S38 |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Provides an SDK, S3-compatible API, and supports MCP servers | S29 S30 S15 |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Claims 25ms resume rate and 5-10x faster small-file I/O vs object storage | S15 S67 |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| Domain registered | 2025-02-17 — Cloudflare, Inc |
| Domain expires | 2027-02-17 |
| TLS certificate | Google Trust Services, valid, expires 2027-01-20 |
| Security headers | X-Content-Type-Options, Referrer-Policy |
| Headers not served | HSTS, CSP, X-Frame-Options |
| Server header | cloudflare |
| Mail handled by | aspmx.l.google.com, alt2.aspmx.l.google.com |
| Nameservers | todd.ns.cloudflare.com, joyce.ns.cloudflare.com |
Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s). A gap here means the lookup was unavailable, not that the finding is negative.
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: 98/100
- Critical issues: 0
- Warnings: 0
- Notices: 15
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| notice | Images are missing alt text | 20 | https://blaxel.ai/ |
| notice | Images are missing alt text | 2 | https://blaxel.ai/platform/compute |
| notice | Images are missing alt text | 7 | https://blaxel.ai/platform/sandboxes |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/batch-jobs |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/agent-runtime |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/mcp-servers |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/storage |
| notice | Images are missing alt text | 6 | https://blaxel.ai/platform/agent-drive |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/volumes |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/sandbox-filesystem |
| notice | Images are missing alt text | 3 | https://blaxel.ai/platform/networking |
| notice | Images are missing alt text | 6 | https://blaxel.ai/integrations |
| notice | Images are missing alt text | 3 | https://blaxel.ai/company/about |
| notice | Images are missing alt text | 2 | https://blaxel.ai/company/careers |
| notice | Images are missing alt text | 171 | https://blaxel.ai/blog |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | Blaxel: Infrastructure for autonomous agents. | 1 | 1156 | 76 ms | https://blaxel.ai/ |
| 200 | Compute \ | Blaxel | 1 | 739 | 55 ms |
| 200 | Sandboxes \ | Blaxel | 1 | 1375 | 61 ms |
| 200 | Batch Jobs \ | Blaxel | 1 | 788 | 384 ms |
| 200 | Agent Runtime \ | Blaxel | 1 | 753 | 378 ms |
| 200 | MCP Servers \ | Blaxel | 1 | 794 | 148 ms |
| 200 | Storage \ | Blaxel | 1 | 1149 | 57 ms |
| 200 | Agent Drive \ | Blaxel | 1 | 1238 | 149 ms |
| 200 | Volumes \ | Blaxel | 1 | 774 | 152 ms |
| 200 | Sandbox filesystem \ | Blaxel | 1 | 1094 | 74 ms |
| 200 | Networking \ | Blaxel | 1 | 1230 | 70 ms |
| 200 | Integrations \ | Blaxel | 1 | 1820 | 76 ms |
| 200 | About Blaxel \ | Infrastructure for the agent economy | 1 | 926 | 121 ms |
| 200 | Careers \ | Blaxel | 1 | 773 | 59 ms |
| 200 | Blog \ | Blaxel | 1 | 7896 | 65 ms |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 27.7% |
| search | 46.9% |
| search organic | 43.5% |
| search paid | 3.5% |
| social | 12.1% |
| social organic | 11.6% |
| social paid | 0.5% |
| referrals | 10.6% |
| paid referrals | 0.0% |
| 1.6% | |
| gen ai | 1.2% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic 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
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not explicitly mention any competitor names within the platform description. They do mention Daytona, Modal, and others in blog posts comparing pricing, but this does not establish direct competition in the product itself. Evidence gaps include a lack of detailed pricing for all plans, limited customer reviews beyond a few names, and no information on data export capabilities or uptime guarantees.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from blaxel.ai, including product feature pages, pricing information, and blog posts. The collector used static scraping and rendered pages to cover a representative set of the site's 226 mapped URLs. External proof search was enabled but did not contribute to the report content. Claims are cited from these pages; some statements, such as specific customer results, are only as presented in the vendor's materials and have not been independently verified.
- Official Websitehttps://blaxel.ai/Verified
- Official Websitehttps://blaxel.ai/platform/computeVerified
- Official Websitehttps://blaxel.ai/platform/storageVerified
- Official Websitehttps://blaxel.ai/platform/volumesVerified
- Pricing Pagehttps://blaxel.ai/pricingVerified
- Pricing Pagehttps://blaxel.ai/blog/daytona-dev-environment-pricing-alternativesVerified
- Pricing Pagehttps://blaxel.ai/blog/modal-pricing-alternatives-guideVerified
- Official Websitehttps://blaxel.ai/solutionsVerified
- Official Websitehttps://blaxel.ai/blog/agent-safety-platformVerified
- Official Websitehttps://blaxel.ai/platform/agent-driveVerified
- Official Websitehttps://blaxel.ai/platform/agent-runtimeVerified
- Official Websitehttps://blaxel.ai/platform/batch-jobsVerified
- Official Websitehttps://blaxel.ai/platform/mcp-serversVerified
- Official Websitehttps://blaxel.ai/platform/networkingVerified
- Official Websitehttps://blaxel.ai/platform/sandbox-filesystemVerified
- Articlehttps://news.ycombinator.com/item?id=44513626Verified
- Review Sitehttps://rywalker.com/research/blaxelVerified
- Articlehttps://blaxel.ai/customersVerified
- Articlehttps://blaxel.ai/blog/build0-cuts-sandbox-costs-by-80-using-blaxelVerified
- Review Sitehttps://rightaichoice.com/compare/blaxel-vs-temporal-aiVerified
- Review Sitehttps://www.producthunt.com/products/blaxelVerified
- Articlehttps://blaxel.ai/customers/hacker-squadVerified
- Articlehttps://blaxel.ai/customers/mendralVerified
- Articlehttps://blaxel.ai/blog/category/customer-case-studyVerified
