Software · head to head
Comet ML vs Lightspeed Retail
Comet ML
Software
Platform for tracking, comparing, and optimizing ML experiments
- From
- Free
- Rated
- -
Lightspeed Retail
Software
Point of sale and retail management system
- From
- $89/month
- Rated
- -
The short version
- Only Comet ML has a free tier, so it costs nothing to try first.
- Each has a real cost: Comet ML the free cloud tier caps data at 25,000 spans a month with 60 day retention; Lightspeed Retail high pricing starts at USD 89/month (Basic plan), escalating to USD 289/month for Plus tier with advanced features
- They diverge on capability: Comet ML covers Experiment tracking, Lightspeed Retail covers Point of sale.
Where they differ
Only the attributes on which Comet ML and Lightspeed Retail actually diverge.
| Attribute | Comet ML | Lightspeed Retail |
|---|---|---|
| Starting price | Free | $89/month |
| Pricing model | freemium | Unknown |
| Free tier | Yes | No |
| Platforms | Web, Linux, Mac, Windows | Web, iPad, Cloud-based |
| Founded | 2017 | 2005 |
Identical on both: user rating (Not yet rated), category (Unknown).
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 Comet ML
- Experiment tracking
- Code versioning
- Model registry
- Hyperparameter optimization
- Production monitoring
- PyTorch
- TensorFlow
- Keras
Only in Lightspeed Retail
- Point of sale
- Inventory management
- Customer management
- Omnichannel selling
- Analytics
- Employee management
- Loyalty programs
- Hardware compatibility
What people use each for
The jobs each tool is most often brought in to do.
Comet ML
- Tracking machine learning experiments, metrics and model versionsnot Lightspeed Retail
- Monitoring and evaluating LLM applications with tracingnot Lightspeed Retail
Lightspeed Retail
No use cases recorded yet. See the Lightspeed Retail review.
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Comet ML
- The free cloud tier caps data at 25,000 spans a month with 60 day retention
- Retention stays at 60 days even on the paid Pro plan, and extending it is a $29 per 100k spans add on
- Overage on Pro is $5 per additional 100,000 spans
- The free MLOps tier is a single user with 100 GB of storage and training hours governed by a fair usage policy
- Pro MLOps is $19 per user per month and caps the team at 10 users
Lightspeed Retail
- High pricing starts at USD 89/month (Basic plan), escalating to USD 289/month for Plus tier with advanced features
- Limited integrations with third-party platforms, particularly challenging for Shopify inventory sync
- Inventory synchronization issues reported with backordered products and bulk updates
- Customer support response times can be slow despite 24/7 availability
- System crashes and performance degradation reported during high-traffic periods
Pricing, plan by plan
Comet ML
Free- FreeFree
- 100 experiments
- Basic features
- Community support
- Team$179/month
- Unlimited experiments
- Team collaboration
- Priority support
Lightspeed Retail
$89/month- Basic$89/month
- One register
- Integrated payments
- Inventory management
- Core$149/month
- All Basic features
- Expanded eCommerce capabilities
- Phone support access
- Plus$289/month
- All Core features
- API access
- Custom workflows
Which should you pick?
Choose Comet ML if
- You need experiment tracking.
- You want to start without paying.
- You work on Web, Linux, Mac, Windows.
- You also want code versioning.
Choose Lightspeed Retail if
- You need point of sale.
- You work on Web, iPad, Cloud-based.
- You also want inventory management.
Questions people ask
- Is Comet ML or Lightspeed Retail better?
- Neither clearly leads. Comet ML starts at Free and Lightspeed Retail at $89/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Comet ML or Lightspeed Retail?
- Comet ML has a free tier; the other does not. Paid plans start at Free for Comet ML and $89/month for Lightspeed Retail.
- Does Comet ML or Lightspeed Retail run on more platforms?
- Comet ML runs on Web, Linux, Mac, Windows. Lightspeed Retail runs on Web, iPad, Cloud-based.
- Can I use Comet ML for free?
- Yes. Comet ML has a free tier, so you can try it without paying. Lightspeed Retail starts at $89/month.
- What is Comet ML best used for?
- Comet ML is most often used for tracking machine learning experiments, metrics and model versions, monitoring and evaluating llm applications with tracing. Of those, tracking machine learning experiments, metrics and model versions and monitoring and evaluating llm applications with tracing are not what Lightspeed Retail is typically brought in for.
- What can Comet ML do that Lightspeed Retail cannot?
- Comet ML covers Experiment tracking, Code versioning, Model registry, Hyperparameter optimization. Lightspeed Retail covers Point of sale, Inventory management, Customer management, Omnichannel selling.
Answered from the vendors’ own pages
Lightspeed Retail: What payment processing rates does Lightspeed Retail charge?
Lightspeed Retail charges 1.5% for card-present payment processing via Lightspeed Payments.
SourceLightspeed Retail: Does Lightspeed Retail offer API access?
Yes. API access and custom workflows are available in the Plus plan (USD 289/month), enabling advanced customization and integrations.
SourceLightspeed Retail: Does Lightspeed support multi-location management?
Yes. All Lightspeed Retail plans support multi-location inventory management with centralized control, though additional location and register costs apply as businesses scale.
SourceLightspeed Retail: What customer support options are available?
All Lightspeed Retail plans include 24/7 customer support via chat and phone for Core and Plus plans.
SourceRelated pages
More on Lightspeed Retail
Keep looking
Other head to heads
- Comet ML vs AWS SageMaker
- Comet ML vs Google Vertex AI
- Comet ML vs Azure Machine Learning
- Comet ML vs DataRobot
- Comet ML vs Snowflake
- Comet ML vs TensorFlow
- Comet ML vs Keras
- Comet ML vs MLflow
- Comet ML vs Jupyter
- Comet ML vs PyTorch
- Comet ML vs scikit-learn
- Comet ML vs Apache Spark MLlib
- Comet ML vs Weights & Biases
- Comet ML vs Alteryx
- Comet ML vs Anaconda
- Comet ML vs Databricks
- Comet ML vs Dataiku
- Comet ML vs DVC
- Comet ML vs DEAR Inventory
- Comet ML vs Katana
- Comet ML vs Brightpearl
- Comet ML vs Finale Inventory
- Comet ML vs NetSuite
- Comet ML vs Odoo Inventory
- Comet ML vs Linnworks
- Comet ML vs Acumatica
- Comet ML vs inFlow
- Comet ML vs Megaventory
- Comet ML vs Oberlo
- Comet ML vs Sellbrite
- Comet ML vs TradeGecko
- Comet ML vs Unleashed
- Comet ML vs ABC Inventory
- Comet ML vs Asset Panda
- Comet ML vs BlueCart
- Comet ML vs ChannelAdvisor
- Lightspeed Retail vs AWS SageMaker
- Lightspeed Retail vs Google Vertex AI
- Lightspeed Retail vs Azure Machine Learning
- Lightspeed Retail vs DataRobot
- Lightspeed Retail vs Snowflake
- Lightspeed Retail vs TensorFlow
- Lightspeed Retail vs Keras
- Lightspeed Retail vs MLflow
- Lightspeed Retail vs Jupyter
- Lightspeed Retail vs PyTorch
- Lightspeed Retail vs scikit-learn
- Lightspeed Retail vs Apache Spark MLlib
- Lightspeed Retail vs Weights & Biases
- Lightspeed Retail vs Alteryx
- Lightspeed Retail vs Anaconda
- Lightspeed Retail vs Databricks
- Lightspeed Retail vs Dataiku
- Lightspeed Retail vs DVC
- Lightspeed Retail vs DEAR Inventory
- Lightspeed Retail vs Katana
- Lightspeed Retail vs Brightpearl
- Lightspeed Retail vs Finale Inventory
- Lightspeed Retail vs NetSuite
- Lightspeed Retail vs Odoo Inventory
- Lightspeed Retail vs Linnworks
- Lightspeed Retail vs Acumatica
- Lightspeed Retail vs inFlow
- Lightspeed Retail vs Megaventory
- Lightspeed Retail vs Oberlo
- Lightspeed Retail vs Sellbrite
- Lightspeed Retail vs TradeGecko
- Lightspeed Retail vs Unleashed
- Lightspeed Retail vs ABC Inventory
- Lightspeed Retail vs Asset Panda
- Lightspeed Retail vs BlueCart
- Lightspeed Retail vs ChannelAdvisor