{
 "features_resolved": {
  "snapshot_any": false,
  "snapshot_mem": false,
  "fork": false,
  "pause_resume": false,
  "persistent_disk": false,
  "whole_disk": false,
  "persist_scope": null,
  "volumes": false,
  "auto_stop_idle": false,
  "long_sessions": true,
  "custom_image": null,
  "image_snapshot": false,
  "image_oci": false,
  "vm_isolation": true,
  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": false,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "browser_control": null,
  "desktop_control": null,
  "browser_and_desktop": false,
  "anti_bot": false,
  "captcha_solving": false,
  "residential_ip": false,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": false,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "open_internet": null,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": false,
  "byoc": true,
  "open_source": false,
  "soc2": true,
  "hipaa": false,
  "sso": false,
  "gpu": true,
  "arm64": false,
  "windows": false,
  "macos": false,
  "lang_python": false,
  "lang_node": false,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": true,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": false,
  "usage_api": false,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "harness_api": false,
  "own_agent_api": false,
  "fast_boot": null,
  "strong_isolation": true,
  "ingress_rules": false,
  "guest_firewall": false,
  "secret_proxy": false,
  "secret_proxy_any": false,
  "volume_attach": false,
  "volume_shared": false,
  "sidecar": null,
  "fuse": true,
  "kernel_features": true,
  "burst": null
 },
 "company": {
  "id": "pipeshift",
  "checked": "2026-09-30",
  "company": "Pipeshift",
  "ownership": {
   "value": "independent",
   "parent": null,
   "source": "https://www.ycombinator.com/companies/pipeshift",
   "quote": "Pipeshift helps engineering teams run real-time inference in production. We offer optimized runtimes to meet latency/throughput SLAs, paired with infrastructure orchestration that auto-scales and routes workloads across clusters and regions at cost."
  },
  "stage": {
   "value": "seed",
   "source": "https://www.citybiz.co/article/652852/pipeshift-raises-2-5m-seed-funding/",
   "quote": "Pipeshift Raises $2.5M Seed Funding",
   "confidence": "high",
   "note": "The round was led by Y Combinator (accelerator) and SenseAI Ventures, announced Jan 2025; no later priced round found."
  },
  "accelerators": [
   {
    "name": "Y Combinator",
    "batch": "Summer 2024",
    "source": "https://www.ycombinator.com/companies/pipeshift",
    "quote": "\"batch\":\"S24\",\"batch_name\":\"Summer 2024\"",
    "confidence": "high",
    "via": "research"
   }
  ],
  "total_funding_usd": {
   "value": 2500000,
   "status": "confirmed",
   "basis": "Only disclosed round is the $2.5M seed; matches multiple press reports (citybiz, YourStory, Entrackr, The Economic Times) of the same round.",
   "source": "https://www.citybiz.co/article/652852/pipeshift-raises-2-5m-seed-funding/",
   "quote": "Pipeshift Raises $2.5M Seed Funding"
  },
  "last_round": {
   "type": "seed",
   "amount_usd": 2500000,
   "date": "2025-01",
   "leads": [
    "Y Combinator",
    "SenseAI Ventures"
   ],
   "status": "confirmed",
   "source": "https://www.citybiz.co/article/652852/pipeshift-raises-2-5m-seed-funding/",
   "quote": "The round was led by Y Combinator and SenseAI Ventures, with participation from Arka Venture Labs, Good News Ventures, Nivesha Ventures, Astir VC, GradCapital, MyAsiaVC and angels like Kulveer Taggar (CEO of Zuess), Umur Cubukcu (CEO of Ubicloud and former Head of PostgreSQL at Azure), and Krishna Mehra."
  },
  "investors": [
   "Y Combinator",
   "SenseAI Ventures",
   "Arka Venture Labs",
   "Good News Ventures",
   "Nivesha Ventures",
   "Astir VC",
   "GradCapital",
   "MyAsiaVC",
   "Kulveer Taggar",
   "Umur Cubukcu",
   "Krishna Mehra"
  ],
  "portfolio_listings": [],
  "revenue": {
   "value": null,
   "status": "unknown"
  },
  "employees": {
   "value": null,
   "source": ""
  },
  "note": "YC S24 (Summer 2024, status Active per YC directory), website https://pipeshift.com matches the card's provider domain, confirming this is the same company. Founded by Pranav Reddy, Arko Chattopadhyay (CEO) and Enrique Ferrao. Raised a $2.5M seed round (announced Jan 2025) led by Y Combinator and SenseAI Ventures. Positions itself as an MLOps/inference platform for open-source GenAI models (LLMs, vision, audio, image) across cloud/on-prem GPUs, not a general-purpose code sandbox; the site's 'Sandbox' is a model-API playground, per the provider card's own caveats. No revenue/ARR or employee count publicly disclosed as of check date."
 },
 "id": "pipeshift",
 "name": "Pipeshift",
 "url": "https://pipeshift.com",
 "category": "gpu-cloud",
 "isolation": "dedicated-vm",
 "modes": [
  {
   "key": "native",
   "label": "Native product; see regime notes",
   "flags": [
    "alt"
   ],
   "os": [
    "linux"
   ],
   "regions": null,
   "gpu_only": false,
   "features": {},
   "pricing": "resource",
   "vcpu_h": null,
   "ram_gib_h": null,
   "cpu_basis": "alloc",
   "ram_basis": "alloc",
   "active_floor": 0,
   "ram_per_vcpu": [
    null,
    null
   ],
   "ram_fixed_per_vcpu": null,
   "vcpu_options": null,
   "min_vcpu": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes": null,
   "pool_tiers": null,
   "requires_always_on": false,
   "always_on_month_per_instance": null,
   "commit_note": null,
   "min_billed_seconds": null,
   "granularity_s": null,
   "start_fee": null,
   "boot_overhead_s": null,
   "multiplier": 1,
   "windows_vcpu_h": null,
   "gpu": null,
   "note": "Incomplete or non-resource economics: rates remain null, never interpreted as free."
  }
 ],
 "storage": {
  "included_disk_gib": null,
  "disk_gib_month": null,
  "disk_billed_when_stopped": null,
  "snapshot_gib_month": null,
  "paused_ram_billed": null
 },
 "network": {
  "egress_free_gib": null,
  "egress_gib": null,
  "ipv4_month": null,
  "ipv4_available": null
 },
 "plans": [
  {
   "name": "Current applicable tariff unverified",
   "fee": null,
   "flags": [
    "sales"
   ],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": ""
  }
 ],
 "free": {
  "monthly_credit": null,
  "one_time_credit": null
 },
 "features": {
  "linux": null,
  "windows": false,
  "macos": false,
  "arm64": false,
  "gpu": true,
  "snapshot": "none",
  "pause_resume": false,
  "fork": false,
  "persistent_disk": false,
  "volumes": null,
  "auto_stop_idle": false,
  "max_session_h": null,
  "custom_image": null,
  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": false,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": false,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": false,
  "byoc": true,
  "open_source": false,
  "soc2": true,
  "hipaa": false,
  "sso": false,
  "gpu_types": [],
  "regions": [
   "us",
   "eu",
   "asia"
  ],
  "lang_python": false,
  "lang_node": false,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": true,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": false,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "harness_api": false,
  "guest_firewall": false,
  "secret_proxy": false,
  "volume_attach": false,
  "volume_shared": false,
  "image_oci": false,
  "anti_bot": false,
  "captcha_solving": false,
  "own_agent_api": false,
  "ingress_rules": false,
  "isolation": "dedicated-vm",
  "max_session_unlimited": true,
  "egress_ip_type": "datacenter",
  "usage_api": false
 },
 "perf": {
  "cpu_runs_s": null,
  "cold_start_ms": null,
  "burst_tti_ms": null,
  "dax_s": null
 },
 "caveats": [
  "Public low-latency inference orchestration product and BYOC; no verified general-purpose sandbox tariff. Custom models may fit developer compute, but no published fixed 4/8 configuration.",
  "Null values mean unknown, not free/unlimited. No model-token cost, tax or unverified ancillary charge included.",
  "Native browser/device/task/credit prices with unknown CPU/RAM are deliberately non-priceable. Check regime before interpreting any partial resource estimate.",
  "Order Forms may carry a committed term (a minimum period that cannot be terminated for convenience); fees non-refundable once incurred; late fees 1.5%/month. Billing is metered usage invoiced monthly in arrears, but the metering unit (GPU-hours vs tokens) is not published.",
  "The 'Sandbox' on the homepage is a model-API playground ('Sandbox APIs to test models and prototype your products'), not a code-execution sandbox/VM. Public API (api.pipeshift.com/openapi.json) exposes only chat completions, embeddings, rerank, audio transcription and health endpoints."
 ],
 "sources": [
  "https://www.ycombinator.com/companies/pipeshift",
  "https://pipeshift.com/"
 ],
 "fleet": {
  "default_max_instances": null,
  "default_max_vcpu": null,
  "default_max_gpus": null,
  "raise": "sales",
  "raise_time_days": null,
  "verification": null,
  "tiers": null,
  "notes": "Platform offers single-tenant hosted or BYOC inference and custom SLA-based autoscaling. No universal self-serve new-account GPU/replica/vCPU allowance, verification criteria or review time published; model API sandbox is not a general VM fleet.",
  "sources": [
   "https://pipeshift.com/"
  ],
  "researched": "2026-09-28"
 },
 "audit_2026_09_29": {
  "applied": 6,
  "source": "checked against the provider's live pricing and docs pages",
  "reviewed": 1
 },
 "feature_evidence": {
  "snapshot_auto": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": null,
   "note": "Not applicable: managed model-inference service, no user-accessible machines/sandboxes. Public API = chat completions, embeddings, rerank, audio transcription, deployment health only.",
   "checked": "2026-09-29"
  },
  "snapshot_on_demand": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": null,
   "note": "No machine/snapshot resources in the public API.",
   "checked": "2026-09-29"
  },
  "harness_api": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": null,
   "note": "Serves models for agents ('Inference for real-time agents') but runs no agent harness; no harness endpoints.",
   "checked": "2026-09-29"
  },
  "guest_firewall": {
   "value": false,
   "source": null,
   "quote": null,
   "note": "No guest/shell access exists; users only call inference endpoints.",
   "checked": "2026-09-29"
  },
  "secret_proxy": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "Public API surface is limited to chat completions, embeddings, rerank, audio transcription and deployment health endpoints; no sandbox/VM or credential-injecting proxy resource exists.",
   "note": "Pipeshift is a managed model-inference/BYOC platform, not a sandbox with user shells; there is no secret-injecting outbound proxy feature to offer. Feature is plainly outside what the product is.",
   "checked": "2026-09-30"
  },
  "volume_attach": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": null,
   "note": "No storage/volume resources in the public API.",
   "checked": "2026-09-29"
  },
  "volume_shared": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": null,
   "note": "No storage/volume resources in the public API.",
   "checked": "2026-09-29"
  },
  "image_oci": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope (no user machines to boot from an OCI image)",
   "checked": "2026-09-30"
  },
  "docker_inside": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "nested_virt": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "desktop": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope (model inference API, no graphical desktop)",
   "checked": "2026-09-30"
  },
  "browser": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "computer_use": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "anti_bot": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "captcha_solving": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "ssh": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope (no shell/machine access, only HTTP inference endpoints)",
   "checked": "2026-09-30"
  },
  "snapshot": {
   "value": "none",
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "no machine/snapshot resources exist in the public API",
   "checked": "2026-09-30"
  },
  "fork": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "fork_running": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "memory_snapshot_fork": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "pause_resume": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope; deployments are managed inference endpoints, not pausable sandboxes",
   "checked": "2026-09-30"
  },
  "wake_on_request": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "persistent_disk": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope (no user filesystem)",
   "checked": "2026-09-30"
  },
  "auto_stop_idle": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "live_resize": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope; scaling is described as custom SLA-based autoscaling handled by Pipeshift, not a user-facing resize API",
   "checked": "2026-09-30"
  },
  "agent_harnesses": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope (serves models, does not preinstall coding-agent harnesses)",
   "checked": "2026-09-30"
  },
  "own_agent_api": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "no first-party browser/computer-use/research task-agent API; Pipeshift only serves model inference for agents built by the customer",
   "checked": "2026-09-30"
  },
  "mcp_server": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "no provider-shipped MCP server found in docs/GitHub search",
   "checked": "2026-09-30"
  },
  "public_ipv4": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope (no per-customer machine to assign an IPv4 to)",
   "checked": "2026-09-30"
  },
  "inbound_https": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope; only the fixed api.pipeshift.com inference endpoint is reachable, not arbitrary user-exposed ports",
   "checked": "2026-09-30"
  },
  "ingress_rules": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "egress_allowlist": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "egress_http_rules": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "static_egress_ip": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat completions, embeddings, rerank, audio transcription and health endpoints",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "windows": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope (GPU inference platform, no Windows machines)",
   "checked": "2026-09-30"
  },
  "macos": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "not offered: outside the product's scope (GPU inference platform, no macOS machines)",
   "checked": "2026-09-30"
  },
  "arm64": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Inference Platform: Deploy AI models in Production",
   "note": "GPU-only inference platform; no ARM machine offering found",
   "checked": "2026-09-30"
  },
  "isolation": {
   "value": "dedicated-vm",
   "source": "https://pipeshift.com/dpa",
   "quote": "hosted (Company-managed) generative AI inference and model deployment platform, comprising dedicated single-tenant deployments, a multi-tenant serverless inference API, and the execution of Customer-provided orchestration or application logic",
   "note": "derived: the product is not a general compute sandbox with user shell access; the DPA describes 'dedicated single-tenant deployments' (isolated per-customer GPU instances) alongside a separate multi-tenant serverless inference API tier. Answer reflects the single-tenant/BYOC deployment tier this card models.",
   "checked": "2026-09-30"
  },
  "lang_python": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat_completion / audio_transcription / embeddings / rerank endpoints only (FastAPI OpenAPI spec)",
   "note": "not offered: outside the product's scope. Pipeshift is a managed model-inference API service, not a code-execution sandbox; it provides no Python runtime for running user code (the OpenAI-compatible REST API can be called from any language, including Python, but that is unrelated to an in-sandbox Python runtime).",
   "checked": "2026-09-30"
  },
  "lang_node": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "chat_completion / audio_transcription / embeddings / rerank endpoints only (FastAPI OpenAPI spec)",
   "note": "not offered: outside the product's scope. Same reasoning as lang_python — no Node.js code-execution runtime is provided; only a REST inference API callable from any language.",
   "checked": "2026-09-30"
  },
  "self_host": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Scale inference in any region globally – in our cloud or yours Rapidly scale workloads globally with our single-tenant deployments on Pipeshift Cloud or self-hosted ones in your VPC.",
   "note": "The 'self-hosted ones in your VPC' option is BYOC (Pipeshift's proprietary managed software deployed into the customer's own cloud account, per the byoc feature), not an independently self-hostable product on arbitrary infrastructure with no Pipeshift involvement. The pipeshift GitHub org has no public repositories, consistent with a closed-source platform.",
   "checked": "2026-09-30"
  },
  "open_source": {
   "value": false,
   "source": "https://github.com/pipeshift",
   "quote": "GitHub org 'pipeshift' (id 163000856) returns zero public repositories via the API",
   "note": "No public core-product repository found under the pipeshift GitHub org; platform is a closed-source managed SaaS/BYOC offering.",
   "checked": "2026-09-30"
  },
  "eu_data_residency": {
   "value": true,
   "source": "https://pipeshift.com/dpa",
   "quote": "Amazon Web Services, Inc. (AWS) Cloud hosting, compute, and storage India, EU, and US ... Company operates a separate instance per region, and telemetry for a given deployment is held in the instance for that deployment's region. EU, India, and United States",
   "note": "DPA sub-processor table lists EU as one of the primary hosting locations (alongside India and US) and states Pipeshift operates a separate regional instance per region, confirming customers can keep deployments/data in the EU.",
   "checked": "2026-09-30"
  },
  "max_session_h": {
   "value": "none",
   "source": "https://pipeshift.com/",
   "quote": "Rapidly scale workloads globally with our single-tenant deployments on Pipeshift Cloud or self-hosted ones in your VPC.",
   "note": "derived: Pipeshift deployments are persistent inference services that run continuously until the customer stops/removes them, not time-boxed sandbox sessions with a provider-enforced maximum runtime.",
   "checked": "2026-09-30"
  },
  "hipaa": {
   "value": false,
   "source": "https://pipeshift.com/dpa",
   "quote": "protected health information as defined by, and subject to, the Health Insurance Portability and Accountability Act (“HIPAA”)",
   "note": "DPA lists HIPAA-protected health information under prohibited 'Sensitive Data' categories customers must not submit; homepage only advertises SOC2 ('security compliance certifications like SOC2'), with no HIPAA/BAA claim anywhere on site.",
   "checked": "2026-09-30"
  },
  "egress_ip_type": {
   "value": "datacenter",
   "source": "https://pipeshift.com/dpa",
   "quote": "Denvr Dataworks Corp. ... GPU cloud compute; Neysa Networks Private Limited GPU cloud compute; E2E Networks Limited GPU cloud compute; Massed Compute, Inc. GPU cloud compute; NexGen Cloud Limited (trading as Hyperstack) GPU cloud compute; Nebius B.V. GPU cloud compute; Crusoe Energy Systems LLC GPU cloud compute",
   "note": "derived: Pipeshift has no user-facing sandbox/shell whose egress a customer would inspect; it runs Customer-provided orchestration/application logic on GPU clusters procured from datacenter cloud providers (AWS, Nebius, Crusoe, Hyperstack, E2E, Massed Compute, etc. per the DPA sub-processor list) and a marketplace (Shadeform). All outbound traffic from Pipeshift's infrastructure would therefore be standard datacenter-class IPs, not residential/mobile.",
   "checked": "2026-09-30"
  },
  "sso": {
   "value": false,
   "source": "https://pipeshift.com/",
   "quote": "Enterprise grade security and compliance Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2. Team settings and access control (RBAC)",
   "note": "The homepage's dedicated 'TRUST' section itemizes enterprise security/compliance features (SOC2, RBAC, pen testing) without any mention of SAML/OIDC SSO; no /security, /trust, or docs subdomain exists (all 404/unreachable) and no SSO/SAML claim was found anywhere on the site or DPA. The DPA describes only internal Google SSO for Pipeshift's own admin access to production systems, not a customer-facing SSO offering.",
   "checked": "2026-09-30"
  },
  "usage_api": {
   "value": false,
   "source": "https://api.pipeshift.com/openapi.json",
   "quote": "Billing is metered usage invoiced monthly in arrears, but the metering unit (GPU-hours vs tokens) is not published.",
   "note": "granularity: account-only; cost: no; Public API limited to inference endpoints (chat completions, embeddings, rerank, audio transcription, health). No billing, usage, or cost endpoints. Pipeshift is a managed inference platform with BYOC option, not a general-purpose sandbox with exposed usage APIs.",
   "confidence": "high",
   "checked": "2026-10-01"
  }
 },
 "locations": [
  {
   "country": "US",
   "state": null,
   "city": null,
   "provider_region": "us",
   "self_serve": true,
   "choosable": true
  },
  {
   "country": "DE",
   "state": null,
   "city": null,
   "provider_region": "eu",
   "self_serve": true,
   "choosable": true
  },
  {
   "country": "IN",
   "state": null,
   "city": null,
   "provider_region": "india",
   "self_serve": true,
   "choosable": true
  }
 ],
 "locations_source": "https://pipeshift.com/dpa",
 "locations_quote": "Company operates a separate instance per region, and telemetry for a given deployment is held in the instance for that deployment's region. EU, India, and United States",
 "locations_checked": "2026-10-01"
}