SF TensorYC F25 landing page report.
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Score over time

9080706050Foundry (ML Foundry) 69 on Sep 22 (Live)Together AI 73 on May 4 (Wayback)Together AI 73 on May 19 (Wayback)Together AI 73 on May 30 (Wayback)Together AI 73 on Jun 17 (Wayback)Together AI 74 on Jul 2 (Wayback)Together AI 70 on Jul 15 (Wayback)Together AI 73 on Jul 28 (Live)SkyPilot 78 on Sep 20 (Live)Mosaic AI (Databricks Mosaic) 68 on May 18 (Wayback)Mosaic AI (Databricks Mosaic) 67 on Aug 11 (Wayback)Mosaic AI (Databricks Mosaic) 65 on Sep 22 (Live)Lightning AI 75 on Apr 21 (Wayback)Lightning AI 75 on May 4 (Wayback)Lightning AI 78 on May 20 (Wayback)Lightning AI 76 on Jul 29 (Wayback)Lightning AI 78 on Aug 21 (Wayback)Lightning AI 80 on Sep 22 (Live)SF Tensor 61 on Apr 16 (Wayback)SF Tensor 54 on May 18 (Wayback)SF Tensor 54 on Jun 9 (Wayback)SF Tensor 56 on Jun 18 (Wayback)SF Tensor 74 on Sep 11 (Wayback)SF Tensor 76 on Sep 22 (Live)Apr 16May 18Jun 9Jun 18Sep 11Sep 22
Past reportsShow past reportsHide past reports
  1. Sep 22, 202676LiveOverall +2 · CTA −4 · Value props +4Viewing
  2. Sep 11, 202674Overall +18 · Mobile web +32 · Value props +26View →
  3. Jun 18, 202656Overall +2 · Information hierarchy +4 · Trust +4View →
  4. Jun 9, 202654CTA −6 · Trust +6View →
  5. May 18, 202654Overall −7 · CTA −14 · Trust −10View →
  6. Apr 16, 202661First tracked report — strongest Information hierarchy 72, weakest Trust 52View →

Trust

52Fair

Proof that the product is real, competent, and safe to try.

SF Tensor
SkyPilot
Mosaic AI (Databricks Mosaic)
Lightning AI
Together AI
Trust read
SF TensorProduct screenshot of the SF Tensor run console with real training logs ("Train Epoch: 1 [0/60000 (0%)] Loss: 2.299024")
Foundry (ML Foundry)"See live prices →" link implying an inspectable live marketplace
Together AI"TRUSTED BY" logo strip with Cohere, DeepMind, LG AI Research, VFS.Global, ElevenLabs
SkyPilotCustomer logo wall including NVIDIA, Meta, Amazon Robotics, Point72, and Mistral AI beneath the hero CTAs
Mosaic AI (Databricks Mosaic)"TRUSTED BY DATA + AI TEAMS" logo bar with AT&T, Block, OpenAI, Burberry, FDA, Heineken
Lightning AI"Trusted by 450,000+ devs and AI teams" with Runway and Supercell logos (mobile fold)

CTA

72Fair

Copy, size, verb, cost-feel — does the primary CTA earn the click?

SF Tensor
Lightning AI
Together AI
Foundry (ML Foundry)
SkyPilot

Problems

  • 'Plan' feels like a sales process
  • four words, over 3-word ideal
  • no zero-commitment signal

Value props

82Strong

Title, subtitle, hero — do they sell the product's true value?

SF Tensor’s headline sellsTrain the models only you can build.Bring your model and data. We compile the kernels, find the cheapest capable hardware across providers and operate the run, from 1 GPU to 10,000.

Working

  • Subhead names the full workflow concretely
  • Real scale number: 1 GPU to 10,000
  • Screenshot shows an actual training run

Could improve

  • H1 is emotive but not descriptive
  • No proof points or customer evidence
  • 'Cheapest capable' lacks a number

Information hierarchy

84Strong

Does the design help or inhibit what the page is trying to say?

Information hierarchy annotations on the desktop capture123
  1. Duplicate nav CTA — Repeats the hero's "Plan a training run" at equal blue weight, splitting the single-action focus.
  2. Talk to an engineer — Plain black text next to the primary button reads as an unstyled afterthought rather than a clear secondary path.
  3. Product screenshot text — Terminal log copy inside the screenshot is too small to communicate anything at fold size.

Mobile web

88Strong

The phone experience as a first-class citizen.

Mobile web annotations on the mobile capture12
  1. Headline off first viewport — The hero stack pushes the product screenshot and any proof entirely below the fold; the headline sits low with the nav-to-headline gap dominated by the header offset.
  2. Product screenshot too small — The dashboard image shrinks the desktop UI to phone width, making the run logs and 'Run Details' panel unreadable and adding no information.