Softwr

Inventory Management · head to head

Katana vs Weights & Biases

Katana logo

Katana

Inventory Management

Smart manufacturing ERP for scaling businesses

From
$99/month
Rated
-
Full reviewWebsite
Weights & Biases logo

Weights & Biases

Machine Learning & Data Science

Developer tools for machine learning

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Weights & Biases has a free tier, so it costs nothing to try first.
  • Each has a real cost: Katana limited BOM explosion and lead-time offset planning requiring manual work that should be automated; Weights & Biases pricing can be prohibitive for large teams without enterprise discounts
  • They diverge on capability: Katana covers Production planning, Weights & Biases covers Experiment tracking.

Where they differ

Only the attributes on which Katana and Weights & Biases actually diverge.

Attributes where Katana and Weights & Biases differ
AttributeKatanaWeights & Biases
Starting price$99/monthFree
Free tierNoYes
PlatformsWebWeb, Python SDK, REST API
CategoryInventory ManagementMachine Learning & Data Science
Founded20152017

Identical on both: pricing model (Unknown), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Katana

  • Production planning
  • Real-time inventory
  • BOM management
  • Shop floor control
  • Shopify
  • WooCommerce
  • QuickBooks
  • Xero

Only in Weights & Biases

  • Experiment tracking
  • Dataset versioning
  • Model registry
  • Hyperparameter sweeps
  • Collaborative dashboards
  • PyTorch
  • TensorFlow
  • Keras

Both cover

  • Web support

What people use each for

The jobs each tool is most often brought in to do.

Katana

  • Production schedulingnot Weights & Biases
  • Material planningnot Weights & Biases
  • Work order managementnot Weights & Biases
  • Inventory optimizationnot Weights & Biases

Weights & Biases

  • Machine learningnot Katana
  • Data analysisnot Katana
  • Model trainingnot Katana
  • Predictive analyticsnot Katana

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Katana

  • Limited BOM explosion and lead-time offset planning requiring manual work that should be automated
  • No native invoicing capability, making it standalone without accounting system integration
  • Limited native integrations, with heavy reliance on Zapier for non-core tools
  • Slow performance with large datasets and high SKU counts

Weights & Biases

  • Pricing can be prohibitive for large teams without enterprise discounts
  • Limited integrations compared to some competitors
  • Dashboard customization options limited on lower plans
  • Requires some setup and configuration knowledge

Pricing, plan by plan

Katana

$99/month
  • Essential$99/month
    • Core inventory management
    • Production scheduling
    • Stock tracking
  • Pro$299/month
    • Shop floor control
    • API access
    • Advanced reporting

Weights & Biases

Free
  • FreeFree
    • 5 model seats
    • 5 GB storage
    • 1 GB/month Weave ingestion
  • Pro$60/month
    • 10 seats
    • 100 GB storage
    • Private projects
  • Teams$179/month
    • Team collaboration
    • Advanced analytics
    • Dedicated support

Which should you pick?

Choose Katana if

  • You need production planning.
  • You also want real-time inventory.
Katana review

Choose Weights & Biases if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Web, Python SDK, REST API.
  • You also want dataset versioning.
Weights & Biases review

Questions people ask

Is Katana or Weights & Biases better?
Neither clearly leads. Katana starts at $99/month and Weights & Biases at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Katana or Weights & Biases?
Weights & Biases has a free tier; the other does not. Paid plans start at $99/month for Katana and Free for Weights & Biases.
Does Katana or Weights & Biases run on more platforms?
Katana runs on Web. Weights & Biases runs on Web, Python SDK, REST API.
Can I use Weights & Biases for free?
Yes. Weights & Biases has a free tier, so you can try it without paying. Katana starts at $99/month.
What is Katana best used for?
Katana is most often used for production scheduling, material planning, work order management, inventory optimization. Of those, production scheduling and material planning are not what Weights & Biases is typically brought in for.
What can Katana do that Weights & Biases cannot?
Katana covers Production planning, Real-time inventory, BOM management, Shop floor control. Weights & Biases covers Experiment tracking, Dataset versioning, Model registry, Hyperparameter sweeps. Both handle Web support.

Answered from the vendors’ own pages

Katana: What is Katana's pricing structure?

Katana starts at $99/month for the Essential plan with core MRP features. The Pro plan costs $299/month and adds shop floor control and API access. Add-ons for traceability, manufacturing, and warehouse management cost extra and can reach $747-$1,095 total.

Source
Weights & Biases: Does Weights & Biases have a free plan?

Yes. The Free tier includes 5 model seats, 5 GB storage, and 1 GB/month Weave ingestion. Academic users get unlimited tracked hours, 200 GB storage, and 100 seats at no cost.

Source
Katana: Does Katana support multi-level bills of materials?

Katana has limited BOM explosion and lead-time offset planning capabilities. Complex multi-level BOMs with sub-assemblies require manual workarounds, which becomes increasingly problematic as SKU count grows.

Source
Weights & Biases: What are the paid plans for Weights & Biases?

Pro starts at $60/month with 10 seats and 100 GB storage. Team plans start at $179/month. Enterprise pricing is custom.

Source
Katana: Can Katana integrate with my accounting software?

Katana has no native invoicing capability and limited integrations with accounting systems. It is essentially standalone and requires manual data export or Zapier integration for most accounting workflows.

Source
Weights & Biases: What machine learning features does W&B provide?

Weights & Biases captures hyperparameters, metrics, and model outputs automatically. Features include experiment tracking, interactive Reports for sharing findings, Artifacts for managing datasets and models, advanced hyperparameter sweeps, and model deployment tools.

Source
Katana: Does Katana have an offline mode?

No, Katana is a cloud-only solution requiring internet connectivity. There is no built-in offline mode for production floor access without internet.

Source
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