diff --git a/info/pricing.mdx b/info/pricing.mdx
index 33db41e..705bd88 100644
--- a/info/pricing.mdx
+++ b/info/pricing.mdx
@@ -4,17 +4,24 @@ title: "Pricing & Limits"
With Kernel, you only pay for what you use and nothing more. You don't pay for idle time thanks to [Standby Mode](/browsers/standby), idle browsers in a browser pool incur no usage charges, and you're never charged for proxies.
-Use [Spending Caps](/info/spending-caps) to warn at 80% of a monthly usage limit and pause new browser sessions and app invocations at 100%. You can set one cap across your organization or isolate individual workloads with project caps.
+## Plan Pricing
+| Plan | Monthly cost | Included Credits / mo
+| --- | --- | --- |
+| Developer | Free + usage | $5 |
+| Hobbyist | $30 + usage | $10 |
+| Start-Up | $200 + usage | $50 |
+| Enterprise | Custom | Custom |
-## Pricing
+## Usage Rates
| Browser type | Price ($/sec) |
| --- | --- |
-| Headless | 0.0000166667 |
| Headful | 0.0001333336 |
+| Headless | 0.0000166667 |
| Headful + GPU acceleration | 0.0008000016 |
-> Note: GPU acceleration is only available on headful, on-demand browsers. Standby mode is not supported for GPU-accelerated browsers.
+> Included monthly credits apply to usage costs only.
+
### Pricing calculator
@@ -24,37 +31,33 @@ import { PricingCalculator } from '/snippets/calculator.jsx';
## Managed infrastructure
-| Feature | Developer (free + usage) | Hobbyist ($30 / mo + usage) | Start-Up ($200 / mo + usage) | Enterprise |
+| Feature | Developer | Hobbyist | Start-Up | Enterprise |
| --- | --- | --- | --- | --- |
-| Included credits / mo | $5 | $10 | $50 | Custom |
| Browser live view | ✅ | ✅ | ✅ | ✅ |
| Extended browser timeouts | ✅ | ✅ | ✅ | ✅ |
-| Browser telemetry | ✅ | ✅ | ✅ | ✅ |
+| Browser live view | ✅ | ✅ | ✅ | ✅ |
| Configurable browser viewports | ✅ | ✅ | ✅ | ✅ |
-| Stealth mode | ✅ | ✅ | ✅ | ✅ |
-| Browser profiles | ✅ | ✅ | ✅ | ✅ |
-| File i/o | ✅ | ✅ | ✅ | ✅ |
+| Managed stealth mode | ✅ | ✅ | ✅ | ✅ |
| Computer controls API | ✅ | ✅ | ✅ | ✅ |
+| Browser pools | ✅ | ✅ | ✅ | ✅ |
+| SOC2 compliance | ✅ | ✅ | ✅ | ✅ |
| Browser replays | 1 day | 7 days | 30 days | Custom |
| Managed auth connections | 3 | unlimited | unlimited | unlimited |
| Custom browser extensions | 1 | 1 | unlimited | unlimited |
+| Projects | 1 | 1 | unlimited | unlimited |
+| Support | Discord | Email | Email | Shared Slack |
| Configurable & BYO proxies | ❌ | ❌ | ✅ | ✅ |
-| Browser pools | ✅ | ✅ | ✅ | ✅ |
| GPU acceleration | ❌ | ❌ | ✅ | ✅ |
-| Projects | 1 | 1 | unlimited | unlimited |
-| Support | Discord | Discord | Email | Shared Slack |
-| SOC2 compliance | ✅ | ✅ | ✅ | ✅ |
| Audit log search & export | ❌ | ❌ | ✅ | ✅ |
| Continuous audit log export to S3 | ❌ | ❌ | ❌ | ✅ |
| HIPAA compliance (BAA) | ❌ | ❌ | ❌ | ✅ |
-> Note: Included monthly credits apply to usage costs only.
## Concurrency limits
Kernel enforces a single concurrency limit covering all browsers you run at once—whether created on demand with `browsers.create()` or reserved in a [browser pool](/browsers/pools/overview). Your full limit is available to either API in any mix.
-| Feature | Developer (free + usage) | Hobbyist ($30 / mo + usage) | Start-Up ($200 / mo + usage) | Enterprise |
+| Feature | Developer | Hobbyist | Start-Up | Enterprise |
| --- | --- | --- | --- | --- |
| Concurrent browsers | 5 | 10 | 150 | Custom |
| App invocations | 5 | 10 | 50 | Custom |
@@ -64,20 +67,7 @@ Kernel enforces a single concurrency limit covering all browsers you run at once
#### Notes
- Reserved capacity in a [browser pool](/browsers/pools/overview) counts toward your concurrency limit whether or not the browsers are currently acquired—a pool sized to 40 browsers uses 40 of your limit.
- Browsers in [Standby Mode](/browsers/standby) count against your concurrency limit.
-- Limits are org-wide by default unless stated otherwise. `Managed auth connections` refer to profiles with active auth connections that Kernel maintains using your stored [Credentials](/auth/credentials) or [1Password connection](/integrations/1password). A single profile can have multiple auth connections (one per domain)—see [Profiles](/auth/profiles#multiple-auth-connections-per-profile) for details.
-
-## Browser pools
-
-With Browser Pools, you pay the standard usage-based price per GB-second while browsers are running. Idle browsers in a pool incur no disk charges—you only pay when a browser is actively in use.
-
-GPU acceleration is not available for browser pools.
-> Note: A [browser pool](/browsers/pools) counts toward your concurrency limit whether or not its browsers are currently acquired — a browser pool sized to 40 browsers uses 40 of your limit. Browser pools are available on Start-Up and Enterprise plans.
-
-## Managed Auth
-
-Managed Auth is included on all plans with no per-connection fees. Under the hood, it uses browser sessions to log in and keep your sessions fresh—these count toward your browser usage and concurrency like any other browser session.
-
-Auth sessions are fast (typically 5-30 seconds each). Kernel monitors session health and re-authenticates automatically when sessions expire—most stay valid for days. For example, keeping 100 auth connections logged in typically costs less than $5/month in browser usage.
+- Limits are org-wide by default unless stated otherwise.
## Rate limiting
@@ -95,3 +85,22 @@ Rate-limited endpoints include these headers on every response:
All Kernel SDKs automatically retry `429` responses up to 2 times, respecting the `Retry-After` header for delay timing. If retries are exhausted, the SDK throws a typed `RateLimitError` with the response headers accessible for custom backoff logic.
If you need higher rate limits, [contact us](https://calendly.com/d/d3tn-5kp-5yt).
+
+## FAQ
+
+