Swurl workspace

Animated demo. Everything here is simulated; no AI model is being called and no data is saved.Sign in to use Swurl
~$0.004 / message

Responses in this preview are simulated. Connect provider keys in Settings to go live.

Side-by-side

One prompt, up to four models, answers in parallel
Comparing

Prompt library

Shared across Northfield Labs · 24 prompts

Usage

Current billing period · no recorded usage
Spend this period $0.00 No activity yet
Messages 0 No model calls yet
Saved by Auto-Route Available after routed usage
Median first token Available after model calls

Daily spend by provider

US dollars · stacked

Where the money went

Same data, exact figures
ModelProviderMessagesTokensSpend

Top spenders

Seats over $20 this period
MemberMessagesSpendCap

Subscription

Manage your Swurl plan, credits, and payment details

Pro

Account ready

Your actual plan and billing status appear here.

$0/mo
No Swurl subscription charges yet

This month's credits

Pooled across the workspace
Used 0 of 0 credits
Available
0
Spent this period
0
Hard cap
Live values from the Swurl credit ledger

Payment method

Managed securely by Stripe
Swurl does not display or store your full card details.

Use the Stripe customer portal to update payment details, view invoices, or manage a paid subscription.

Invoices

InvoicePeriodStatusSeatsAmount

Profile & settings

Your Swurl account

Profile

Manage the name shown in your workspace. Your sign-in email is managed securely by Clerk.

Provider keys

Bring your own keys to bill providers directly, or leave blank to use Swurl credits

Appearance

Data controls

Requests route only to provider endpoints in this region.

Delete account

Permanently remove your Swurl sign-in, saved threads, prompts, and personal workspace data.

Any active Swurl subscription will be cancelled immediately. Anonymized transaction and usage totals may be retained where required for accounting, fraud prevention, and legal compliance.

Roundtable

Give the panel one request, then watch them challenge each other
4 seats

Prompt Lab

Describe the outcome; the panel pressure-tests the prompt before it runs
0 / 6000

Images

Generate images with one provider, or compare several side by side
Choose one, or several to compare side by side

AI-generated images can be inaccurate, unexpected, or unsuitable for some uses. Independently review before relying on them. Generation is charged to your Swurl credits.

Recent generations

Reopen or delete a past generation

Workflows

Structured document review, every finding cited to the section it came from

Studio

A programming team where no model approves its own work

Simulations

Fictional scenarios with structured roles and human approval every round

Project Memory

Context every tool can draw on — but only what you approved

Waiting for your approval

Proposed by tools. Nothing here is in use yet.

Approved context

Injected into every run on this project

Saved work

Every run you kept, across every tool
TitleToolPanelCostWhen

Overview

Rolling 30 days · updated 4 minutes ago
Monthly recurring revenue $187,340 8.4% MoM
Paying subscribers 4,182 312 net new
Gross margin 61.2% 2.1 pts
Logo churn 2.4% 0.6 pts

Revenue and provider cost

Thousands of US dollars, by month

Subscribers by plan

Share of paying accounts

Provider health

Live, last 5 minutes
ProviderStatep50 latencyError rateShare

Needs attention

Mistral latency above SLO
p50 is 1.9s against a 1.2s target. Auto-Route has de-prioritised it for 41 minutes.
7 payments failed in the last 24 hours
$1,412 at risk. Dunning has sent first notices; 3 accounts are on final notice.
Free-tier conversion slipped to 4.1%
Down from 5.3%. Coincides with the 14 August paywall copy test.
Auto-Route saved $48,900 this month
Provider cost per message is down 31% year over year.

Accounts

Real Swurl workspaces and members
AccountPlanStatusSeatsMRRCredits usedRenews
Showing 0 of 0

Response reports

Review user reports and document the outcome
SubmittedCategoryModelReporterStatus
Loading reports…

Model catalogue

What subscribers can reach, and what it costs you

Routing and margin

Markup is applied to the provider's list rate before credits are drawn
ModelProviderTierCost /1MMarkupYour rateAvailable

SEO & metadata

Edits publish to the live site on save
Indexed pages2,418 96 this week
Core Web VitalsPassLCP 1.2s · INP 84ms · CLS 0.02
Avg. position7.3 up 2.1 places
Crawl errors3 11 fewer

Page metadata

Counters turn red past the length search engines truncate
0 / 60
0 / 158
Appears in the title, the description, one H2, and the first 100 words.

Search preview

How this page reads on a results page
Swurl
https://swurl.ai

Swurl — Ask Once, See Every Angle

Send one question to eight AI models at once, give each a role, and see where they disagree.

Structured data

Validated against schema.org on every deploy

robots.txt

Served at /robots.txt

Sitemap index

Regenerated hourly, pinged to Google and Bing
SitemapURLsPriorityLast generated

Rendered head

What the crawler receives for this page

Provider keys

Platform credentials Swurl uses to reach each model provider
Keys are never stored in this page, and never sent to a browser Secrets live in the Worker's encrypted secret store. This screen reads back only the last four characters, who set it and when. Setting or rotating a key is done from your terminal with the command shown on each card — that way a compromised admin session cannot exfiltrate a working credential.
Providers connected6 / 82 running on Swurl credits
Spend this month$80,430 6.1% vs July
Keys needing rotation1Policy is 90 days
Failed auth, 24h0Across 1.2M requests

Failover order

When a provider degrades, Auto-Route walks this list for an equivalent model
PriorityProviderRoleShare of trafficState

Setting a secret

Run from the project root. Never paste a key into a browser, a ticket or a chat.

Key access log

Every read, rotation and failure. Exported to your SIEM hourly.

Feature flags

Changes take effect within 30 seconds
FlagAudienceRolloutState

Audit log

Retained 24 months · exportable to your SIEM
Demo Site