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wandb.ai website review
Visit site (opens in a new tab)Reviewed 3 November 202628 issues · 106 checks
This review found 28 issues worth fixing on wandb.ai, 8 of them high impact, across 106 checks. The most urgent: render-blocking requests. Your full playbook turns these into prioritised fixes alongside reviews, competitors and channels.
- Homepage
- Phone render
- Links and pages
- Google PageSpeed
Google PageSpeed Insights (opens in a new tab), mobile
Site score
88BClosest competitors among SaaS websites
Compare side by sideShow as table
| Date | Real-visitor load time (LCP) |
|---|---|
| May 16, 2026 | 8.2 s |
| May 23, 2026 | 8.2 s |
| May 30, 2026 | 8.0 s |
| Jun 6, 2026 | 8.1 s |
| Jun 13, 2026 | 8.1 s |
| Jun 20, 2026 | 7.9 s |
| Jun 27, 2026 | 7.9 s |
| Jul 4, 2026 | 8.0 s |
| Jul 11, 2026 | 8.1 s |
| Jul 18, 2026 | 8.1 s |
| Jul 25, 2026 | 7.9 s |
| Aug 1, 2026 | 7.7 s |
| Aug 8, 2026 | 7.3 s |
| Aug 15, 2026 | 7.0 s |
| Aug 22, 2026 | 6.7 s |
| Aug 29, 2026 | 6.5 s |
| Sep 5, 2026 | 6.6 s |
| Sep 12, 2026 | 6.9 s |
| Sep 19, 2026 | 7.1 s |
| Sep 26, 2026 | 7.2 s |
| Oct 3, 2026 | 7.2 s |
| Oct 10, 2026 | 7.0 s |
| Oct 17, 2026 | 6.6 s |
| Oct 24, 2026 | 5.1 s |
| Oct 31, 2026 | 2.8 s |
Show as table
| Date | Real-visitor tap response (INP) |
|---|---|
| May 16, 2026 | 497 ms |
| May 23, 2026 | 504 ms |
| May 30, 2026 | 510 ms |
| Jun 6, 2026 | 520 ms |
| Jun 13, 2026 | 518 ms |
| Jun 20, 2026 | 505 ms |
| Jun 27, 2026 | 503 ms |
| Jul 4, 2026 | 490 ms |
| Jul 11, 2026 | 489 ms |
| Jul 18, 2026 | 485 ms |
| Jul 25, 2026 | 467 ms |
| Aug 1, 2026 | 454 ms |
| Aug 8, 2026 | 440 ms |
| Aug 15, 2026 | 428 ms |
| Aug 22, 2026 | 423 ms |
| Aug 29, 2026 | 422 ms |
| Sep 5, 2026 | 421 ms |
| Sep 12, 2026 | 437 ms |
| Sep 19, 2026 | 444 ms |
| Sep 26, 2026 | 446 ms |
| Oct 3, 2026 | 446 ms |
| Oct 10, 2026 | 429 ms |
| Oct 17, 2026 | 410 ms |
| Oct 24, 2026 | 317 ms |
| Oct 31, 2026 | 162 ms |
Chrome UX Report (opens in a new tab): real Chrome visitors over rolling 28-day periods.
One score from every part of this review. How it works
How it loaded on a phone
0.7 s
1.4 s
2.0 s
2.7 s
3.4 s
4.1 s
4.7 s
5.4 s
wandb.ai does not allow embedding, so this is Google's rendering of the page.
Speed
Render-blocking requests
2.6 s30 files block the first paint until they finish downloading. Deferring or inlining them could save about 2.6 s.
Mobile performance score: 79
79/100Your mobile performance score is 79. Pages that score under 90 lose visitors before the first paint.
2,358 HTML elements
The page has 2,358 HTML elements. Above 1,500, rendering and every interaction get slower on phones.
Main-thread work: 2.2 s
A phone's processor spends 2.2 s on main-thread work while loading, 792 ms of it running JavaScript. Above 2 s, taps and scrolls feel sluggish.
8 third-party services on the page
8 third-party services load with your homepage (Google Tag Manager, Cloudflare CDN and coreweave.com and others), adding 459 KiB and 290 ms of main-thread time.
Improve image delivery
233 KiB5 images could be 233 KiB smaller with modern formats (WebP or AVIF) and sizes that fit a phone screen.
Reduce unused CSS
160 ms · 61 KiBAbout 61 KiB of CSS is downloaded but never applied on this page. Google estimates it would make the page about 160 ms faster on a phone.
5 long tasks on the main thread
5 long tasks block the main thread while loading, the longest for 123 ms. During a long task the page ignores taps.
Reduce unused JavaScript
110 KiBAbout 110 KiB of JavaScript is downloaded but never used on this page.
Use efficient cache lifetimes
102 KiB5 files are served with short cache lifetimes, so returning visitors download them again (102 KiB).
Font display
100 msWeb fonts hide text while they load. Setting font-display: swap shows text immediately (about 100 ms).
Minify CSS
7 KiB7 KiB could be saved by minifying CSS.
Chained critical requests
Critical files load one after another instead of in parallel (3 chains). Preconnecting to key origins and preloading the hero image shortens the chain.
Forced reflow
Scripts make the browser recalculate the layout repeatedly while the page loads, which wastes processor time on phones.
1 checks passed
Server response: 12 ms
12 msYour server sent the HTML in 12 ms, well inside Google's 600 ms guideline.
Core Web Vitals
Speed Index: 9.2 s
9.2 sVisually, the page fills in at 9.2 s (Speed Index). Good is under 3.4 s.
Time to Interactive: 9.0 s
9.0 sThe page becomes fully interactive after 9.0 s. Good is under 3.8 s.
First Contentful Paint: 3.1 s
3.1 sThe first text or image appears after 3.1 s on a phone. Good is under 1.8 s.
Largest Contentful Paint: 3.1 s
3.1 sYour largest element takes 3.1 s to render on a phone. Google's threshold for “good” is 2.5 s. The largest element is the text “The world’s leading AI teams trust Weights & Biases”. Most of its time is element render delay (3.7 s).
22 images without width and height
22 images have no width and height attributes, so the layout jumps as each one loads.
10 checks passed
Passes Core Web Vitals for real visitors
Real Chrome users on phones pass Google's Core Web Vitals on this page (28-day field data from the Chrome UX Report (opens in a new tab)).
Real-user LCP: 2.0 s
2.0 sReal visitors wait 2.0 s for the largest content to appear (75th percentile). Good is under 2.5 s.
Real-user INP: 133 ms
133 msReal visitors wait 133 ms for the page to respond to a tap (75th percentile). Good is under 200 ms.
Real-user CLS: 0.01
0.01For real visitors the layout shifts by 0.01 (75th percentile). Good is under 0.1.
Real-user FCP: 1.5 s
1.5 sReal visitors see the first content after 1.5 s (75th percentile). Good is under 1.8 s.
Real-user TTFB: 705 ms
705 msReal visitors wait 705 ms for your server to start answering (75th percentile). Good is under 800 ms.
Tap response (INP) got 52% faster for real visitors
-52%Over the last 25 four-week periods to 2026-10-31, real Chrome visitors' tap response (inp) went from 497 ms to 162 ms at the 75th percentile (Chrome UX Report (opens in a new tab) history).
Largest content (LCP) got 52% faster for real visitors
-52%Over the last 25 four-week periods to 2026-10-31, real Chrome visitors' largest content (lcp) went from 8.2 s to 2.8 s at the 75th percentile (Chrome UX Report (opens in a new tab) history).
Total Blocking Time: 129 ms
129 msScripts block the page for only 129 ms while loading. Good is under 200 ms.
Cumulative Layout Shift: 0.007
0.007The layout barely moves while loading (CLS 0.007, good is under 0.1).
Images and page weight
2 images far larger than shown
119 KiB2 images are downloaded at several times the size a phone draws them, for example app-advert-2.png at 472 px wide, shown at 109 px. Resized copies would save about 119 KiB.
About 0.4 g of CO₂ per visit
0.39 gBy the Sustainable Web Design model, a visit to your homepage emits about 0.39 g of CO₂e: 46.3 kg a year at 10,000 visits a month. It scales with page weight, so every byte cut lowers it.
3 checks passed
Page weight: 1.4 MB in 122 requests
1.4 MBYour homepage downloads 1.4 MB in 122 requests on a phone: scripts 463 KiB (58), images 416 KiB (24) and fonts 269 KiB (9). That is a lean page.
Images use modern formats
Every sizeable image is WebP, AVIF or SVG.
Images load when needed
Images below the first screen wait until the visitor scrolls to them.
Accessibility
2 text elements with low contrast
2 text elements don't have enough contrast against the background to read easily, especially outdoors on a phone.
Scrollable region must have keyboard access (1 element)
Scrollable region must have keyboard access: 1 element on the page fails this check, rated serious by axe-core.
1 tap target too small
1 tap target is too small or too close together to hit reliably with a finger.
Landmarks should have a unique role or role/label/title (i.e. accessible name) combination (1 element)
Landmarks should have a unique role or role/label/title (i.e. accessible name) combination: 1 element on the page fails this check, rated moderate by axe-core.
All page content should be contained by landmarks (1 element)
All page content should be contained by landmarks: 1 element on the page fails this check, rated moderate by axe-core.
2 links without text
2 visible links have no text or label, so screen readers cannot say where they go.
Headings skip levels
Headings skip levels (h2 → h5), which makes the page harder to scan with a screen reader.
2 checks passed
Every image has alt text
All 23 images in the HTML carry an alt attribute.
47 automated accessibility rules passed
axe-core 4.13.0, the open-source engine behind most accessibility testing tools, ran 54 WCAG 2.2 A/AA and best-practice rules on the phone render: 47 passed and 7 failed. 4 mores need a person to judge. Automated rules catch about a third of accessibility problems; the rest need manual testing.
SEO
2 H1 headlines
There are 2 <h1> headlines (“AI is easy to productionize” and “Now available:”). One clear main headline is easier for people and search engines.
Structured data has 1 problem
Structured data found (Corporation, WebPage and WebSite) but with 1 problem, for example “WebPage: keywords is an empty list”.
1 link with vague text
1 link use generic text like “click here” or “learn more”, which tells Google nothing about the page behind it.
267 internal links, 20 external
The homepage links to 267 pages on wandb.ai and 20 external pages.
6 checks passed
Meta description: 141 characters
Your meta description is 141 characters: “Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applica…”.
Title: 43 characters
Your title is a healthy 43 characters: “Weights & Biases: The AI developer platform”.
Canonical URL set
The canonical URL is https://wandb.ai/site/.
Open Graph tags complete
Open Graph tags are complete, so shared links show a title, description and image.
robots.txt in place
robots.txt is in place and points crawlers to your sitemap.
XML sitemap found
Your XML sitemap is reachable at https://wandb.ai/sitemap.xml.
AI search readiness
No llms.txt
There is no /llms.txt, a short Markdown guide to your key pages for AI tools (llmstxt.org). It is optional and few AI tools read it yet, so treat it as a cheap extra.
3 checks passed
AI answer engines may read the site
Your robots.txt lets the crawlers behind ChatGPT search, Claude and Perplexity read the site and cite it in answers.
Organization data: 5 of 6 facts
Your Organization JSON-LD gives name, url, logo, sameAs (social profiles) and description; contact details would complete it.
Text is in the HTML
Your server sends the page's text in the HTML (1,387 words), so crawlers that don't run JavaScript still read it.
Other pages
2 linked pages hidden from search
/site/solutions/evaluations and /site/solutions/quant-trading are marked noindex but linked from your homepage. If they are meant to be found, remove the noindex.
3 pages without a meta description
/site/solutions/evaluations, /site/solutions/rag and /site/solutions/quant-trading have no meta description, so Google writes the search snippet from whatever text it finds.
2 links to non-canonical URLs
Your homepage links to 2 pages by a URL that isn't their canonical one, for example /site/solutions/ai-governance, whose canonical is /site/solutions/rag. Linking straight to the canonical URL saves crawlers a detour and keeps ranking signals on one address.
15 internal pages checked
We fetched 15 pages linked from your homepage (of 72 found) and read each the way a search engine does.
4 checks passed
Linked pages load
All 15 pages we checked loaded without an error.
Titles are unique
Every page we checked has its own title.
Every page has an H1
Each page we checked has a main headline.
Every page has a title
All 15 pages that loaded have a <title>.
Best practices
2 small tap targets
2 of 7 tappable elements near the top of the page are smaller than 24 px, hard to hit with a thumb.
3 JavaScript errors while loading
3 errors were logged to the browser console while the page loaded, for example “Failed to load resource: the server responded with a status of 404 ()”.
1 checks passed
Mobile viewport set
The page declares a mobile viewport.
Security and trust
No HSTS header
No Strict-Transport-Security header, so browsers may still try plain http first on a return visit.
No X-Content-Type-Options
X-Content-Type-Options: nosniff is missing, so browsers may guess file types.
4 links through redirect chains
4 links go through two or more redirects, for example https://wandb.ai/site/privately-hosted-pricing/.
No Referrer-Policy
No Referrer-Policy header, so full URLs can leak to the sites you link to.
No Permissions-Policy
No Permissions-Policy header to switch off camera, microphone and location for embedded content.
No security.txt
There is no /.well-known/security.txt telling researchers how to report a security problem to you.
7 checks passed
Served over HTTPS
The homepage is served over HTTPS (wandb.ai).
Valid certificate (49 days left)
The certificate from Google Trust Services · WR3 verifies for wandb.ai and is valid for another 49 days.
Protected from clickjacking
X-Frame-Options or a frame-ancestors policy stops other sites framing yours.
Content-Security-Policy set
A Content-Security-Policy is set, the main browser-side defence against injected scripts.
http:// redirects to https
http://wandb.ai redirects to the secure version.
HTTP/2 and HTTP/3
The server speaks HTTP/2 and advertises HTTP/3, so browsers load many files over one connection.
All 55 links work
All 55 links checked from your homepage (40 internal, 15 external) answered without errors.
Domain and trust
4 checks passed
Domain is 8 years old
8 yearswandb.ai was registered in Dec 2017 through 101domain GRS Limited. An established domain carries more trust with email providers and search engines.
Certificate issuers are restricted
CAA records allow only letsencrypt.org, digicert.com and pki.goog to issue certificates for wandb.ai, so a mis-issued certificate from anyone else is refused.
DNSSEC is on
wandb.ai's DNS answers are signed (DNSSEC), so they can't be forged on the way to visitors.
Registered until Mar 2027
wandb.ai is registered until Mar 2027.
Content and conversion
No social proof
No testimonials, customer logos, ratings or customer counts on the homepage: nothing tells a new visitor that others already trust you.
Local business without LocalBusiness data
Your homepage shows a street address but no LocalBusiness JSON-LD, so Google and AI assistants have to guess your address, hours and phone from the page text.
No phone number on the homepage
A local customer looking to call finds no phone number on the homepage. Add one, ideally as a tap-to-call link.
No opening hours
The homepage shows no opening hours. If customers visit or call, show when.
No form on the homepage
There is no form on the homepage, so every lead has to click through to another page first.
No map or directions link
There is no link to Google or Apple Maps. A directions link is one tap for a phone visitor.
No risk reducer
No guarantee or risk reducer (money-back, free trial, no credit card) is mentioned, which is often what tips a hesitant visitor.
About 409 words of copy
The homepage carries about 409 words of visible text.
4 checks passed
Clear next step on the first screen
On a phone, the first screen shows a clear next step: “GET STARTED WITH WEAVE” and “REQUEST DEMO”.
11 calls to action
The homepage has 11 calls to action, for example “Contact centers”, “Pricing” and “Contact”.
Analytics in place
Analytics detected: Google Tag Manager.
Direct contact links
Visitors can reach you directly: 0 phone links and 1 email link.
Email authentication
Email authentication score: 95/100
Email authentication: SPF record 25 points, plus 15 when it ends in -all (10 for ~all); DMARC record 25, plus 25 for a reject policy (15 for quarantine); a DKIM key on a common selector 10.
3 checks passed
DMARC policy: reject
DMARC tells receivers to reject mail that fails authentication, and sends you reports.
SPF in place (~all)
An SPF record lists your sending servers and marks other mail as suspicious (~all): “v=spf1 mx include:_spf.google.com ~all”.
DKIM signing found
A DKIM key is published (selector “google”), so receivers can verify mail really came from you.
Privacy and tracking
1 tracker load before any consent
1Before a visitor clicks anything, the page loads Google Tag Manager (measured from a US location before any click). A consent tool (OneTrust) is installed; check it blocks these until visitors agree where the law requires it.
2 cookies set on arrival
2Opening the homepage sets 2 cookies (measured from a US location before any click).
13 other companies contacted
Loading the homepage contacts 13 hosts run by other companies (fonts, scripts, analytics, ads), each of which sees the visitor's IP address.
1 checks passed
Consent tool: OneTrust
A consent management tool (OneTrust) loads with the page.
Upkeep, stack and company
- 4 plugins are behind their latest release.elementor 4.2.3 → 4.3.6 · essential-addons-for-elementor-lite 6.8.1 → 6.8.8 · captivatesync-trade 3.0.3 → 3.3.3 · wp-consent-api 2.0.1 → 2.1.0
Stack
- CMS
- WordPress
- Framework
- jQuery
- Analytics
- Google Tag Manager | Segment
- Hosting
- Google Cloud
Company
- Employees
- 185
Upkeep, stack, hiring and company data from programmable.info
Go beyond the website
What your $25 Growth Playbook adds
This review found 28 issues on wandb.ai, including 9 speed issues, 3 SEO issues and 3 conversion gaps. That is the website alone. The full Growth Playbook pairs these findings with what your customers say in public reviews and communities and what your closest competitors do better, then turns everything into at least 20 prioritised ideas, each with the evidence behind it, a step-by-step playbook, a metric and an owner.
- 28 research agents read your site, reviews, competitors, communities and public filings
- Customer review mining (G2, Capterra, Trustpilot and more) and voice-of-pain analysis in your buyers’ own words
- Competitor intelligence with battlecards for your closest rivals
- Ideal customer profile, buyer segments and buying-stage funnel
- Ranked channels, outreach sequences and content angles
- Live Reddit threads where buyers ask for what you sell, with draft replies
- Earned media and PR openings
- At least 20 ideas with evidence, a step-by-step playbook, metric, owner, effort and impact, grouped into this week, this quarter, big bets and wildcards, plus a 30/60/90-day roadmap
- PDF, Markdown, CSV, Notion and Linear exports, and a shareable page your team can track progress on
- Refresh the playbook later to see what changed
14-day money-back guarantee: not happy for any reason, email us within 14 days and we refund in full.