AI Developer Platform For Experiment Tracking And LLM Tracing, With Published Support Tiers

Weights & Biases (W&B) is an AI developer platform that combines Models, for experiment tracking, sweeps, artifacts and a model registry, with Weave, for tracing, evaluating and monitoring LLM applications and agents. US teams use it to log training runs, compare prompts and models, score outputs for quality and safety, and watch production traffic. It has a free tier and a Pro plan from $60 per month, and Enterprise is custom. Support is unusually well documented: the W&B support page lists Standard, Standard Plus and Premium tiers with first-response targets by severity, and G2 users score Quality of Support 8.7 out of 10. The trade-offs are a smaller review base than some rivals, Premium pricing that is not published, and a pricing page that now sits on CoreWeave’s site after the 2025 acquisition.

About Weights & Biases

Industry leader in connected fleet operations

Market Position

A widely used developer tool for machine learning teams, now part of CoreWeave. Its homepage says thousands of companies rely on W&B as their system of record. It competes with Arize AI, LangSmith, Comet and MLflow-style tools.

Innovation Focus

Weave for agent tracing, evaluations, scorers and monitors, plus W&B skills and an MCP server so coding agents such as Claude Code can read production data and run evaluations, per W&B.

Core Strengths

One platform for classic ML training and LLM application work, a published three-tier support model, customer-facing training on the Enterprise tiers, and ISO 27001, 27017 and 27018 certifications listed on its homepage.

Use Cases

Experiment tracking, hyperparameter sweeps, model registry and lineage, LLM tracing, prompt and model evaluation, safety and quality scoring, and production monitoring with Slack alerts.

Discover Weights & Biases’ Complete AI LLMOps & Observability Suite

Core Products & Solutions

Models, Weave, Registry, Sweeps, Reports and Inference on one developer platform
Weave Tracing

Weave Tracing

End-to-end observability of agent behavior, with traces organized into sessions, turns, steps, tools and sub-agents. W&B says this works across multi-agent systems.

Weave Evaluations And Scorers

Weave Evaluations And Scorers

An evaluation API with comparison views and leaderboards. Pre-built scorers cover toxicity, bias, PII detection and hallucinations, plus coherence, fluency and context relevance.

Weave Monitors And Guardrails

Weave Monitors And Guardrails

Continuous monitoring of production traffic with out-of-the-box signals, and alerts routed to Slack or webhooks. A Playground tests prompts and models against production traces.

W&B Models

W&B Models

Experiment tracking, a centralized model registry and artifacts for classic ML work. W&B describes Registry as a central place for model versions and lineage. The pricing page lists Models under Enterprise.

Sweeps And Reports

Sweeps And Reports

Sweeps handle hyperparameter optimization, and Reports are collaborative dashboards that teams share inside or outside the company.

Serverless Inference And Sandboxes

Serverless Inference And Sandboxes

Per-model inference billed monthly, and sandboxes listed on the pricing page. Per-model rates sit on a separate page, so confirm current rates.

Weights & Biases’ Pricing Plans

Pricing Overview

Published Free and Pro prices with usage-based add-ons; Enterprise is custom

Free

Individuals and small teams trying W&B or tracking light usage

$0per month

  • Up to 5 model seats
  • 5 GB storage per month
  • 1 GB Weave data ingestion per month
  • Support by email and community
  • SOC 2 Type II listed for all plans
Custom Quote
Get A Quote

Pro

Organizations with fewer than 50 employees that need more seats, storage and support

From

$60per month

From $60 per month, billed monthly, with a 30-day free trial

  • Up to 10 model seats
  • 100 GB storage per month, then $0.03 per GB
  • 1.5 GB Weave ingestion per month, then $0.10 per MB
  • Email and chat support with 4 to 24 hour first response by severity
  • Larger organizations must move to Enterprise
Custom Quote
Get A Quote

Enterprise

Larger teams that need SSO, security controls, dedicated deployment and higher support tiers

Custom

Pricing

Custom quote, invoiced annually upfront

  • Customizable seats and storage, or bring your own bucket
  • Weave ingestion at $0.20 per MB, with volume discounts on annual commitments
  • Adds SSO, SCIM, audit logs, CMEK, private connectivity and a HIPAA option
  • Support first response of 1 to 4 hours by severity and package
  • W&B Models is listed on this plan
Custom Quote
Get A Quote
WHO

Who Is Weights & Biases Best For?

Ideal customer segments and business profiles

Small Businesses

1-25 Employees

Free and Pro at $60 per month are low entry points, with a 30-day Pro trial. Support is email and community on Free and email plus chat on Pro, so expect no dedicated contact.

Mid-Market Companies

26-100 Employees

Teams under 50 employees can stay on Pro, but larger ones must move to Enterprise. Standard Plus adds onboarding, a dedicated success team and a Slack or Teams channel, and Enterprise pricing is not published.

Enterprise Companies

100+ Employees

W&B lists SSO, SCIM, audit logs, CMEK, dedicated deployments and ISO 27001 for this tier. Premium support is required for customer-managed deployments and for customers with two or more deployments.

ML And LLM Teams Under Production Pressure

Any Size

Teams that train models and ship LLM apps benefit from one record of experiments, traces and evaluations. Festo and Graphcore illustrate the experiment-tracking side.

Weights & Biases’s benefits

Measurable Impact & Benefits

Vendor-published case studies, support offerings and review scores; results reflect individual customers and are not independently audited

8.7/10

G2 Quality Of Support

G2 Quality of Support for W&B, shown with 8.6 for Ease of Setup on G2’s comparison page. The response count was not shown.

3

Support Tiers

Standard, Standard Plus and Premium, all described on the W&B support page for Enterprise customers.

1

Hour Premium P0 Response

Premium P0 initial response is 1 business hour, with 2 hours for P1 and 4 hours for P2 and P3, as stated by W&B.

24/7

Premium Coverage

Premium is follow-the-sun support, 24 hours a day, 7 days a week. Standard and Standard Plus run 15 hours a day on weekdays.

8 Hours To 20-30 Minutes

Time Saved

Festo says setting up a new experiment fell from about 8 hours to 20 to 30 minutes with W&B.

50 To 100

Times More Experiments

Graphcore says it runs 50 to 100 times more experiments than before on Mk1 IPU systems.

5-10

To 50-100 Experiments

Gretel says each compute block went from 5 to 10 experiments to 50 to 100, which it describes as 10x experimentation velocity.

10x

Experiment Velocity

Woven Planet says experiment tracking gave it 10x velocity.

Weights & Biases’s REVIEWS

Weights & Biases Real reviews

Strong scores on G2 and Gartner Peer Insights, positive support comments and small review counts

Our Rating:

4.5

Trustpilot reviews
N/A
G2 reviews
4.5
83
Capterra
N/A
N/A
Staff Infrastructure Engineer, Manufacturing Company (201-500 Employees)
The support has been stellar. They have been extremely responsive and they have been a real joy to work with.
MLOps Engineer, Tech Services Company (501-1,000 Employees)
their dedicated support engineers are responsive, technically competent
Alternatives

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Arize’s pricing page lists AX Free at $0 with community support, AX Pro at $50 per month with email support, and AX Enterprise as custom with dedicated…

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Weights & Biases BENEFITS

Weights & Biases’s Pros & Cons

Balanced evaluation to help you make an informed decision

Strengths

  • G2 Quality of Support of 8.7 out of 10, with Ease of Setup at 8.6 and overall G2 at 4.5 across 83 reviews
  • Three published support tiers with first-response targets from 1 to 24 business hours, as stated by W&B
  • Premium adds 24/7 follow-the-sun coverage, quarterly roadmap sessions, early beta access and feature prioritization
  • Standard Plus and Premium add Slack or Teams, in-app chat, onboarding and a dedicated success team
  • ISO 27001:2022, 27017 and 27018 certifications and SOC 2 listed, with HIPAA and CMEK on Enterprise
  • One platform for experiment tracking, a model registry, LLM tracing, evaluations and monitoring
  • Named customer results from Festo, Graphcore, Gretel and Woven Planet

Limitations

  • Premium and Standard Plus prices are not published, and Premium is required for customer-managed deployments
  • Standard support covers email and public forums only, and Free shows email and community
  • Standard and Standard Plus hours are 2AM to 5PM Pacific on weekdays, so evenings and weekends are not covered
  • Review volume is small: 6 Gartner ratings, 8 PeerSpot reviews and 83 on G2, with no Capterra reviews found
  • G2 lists a lower support score than Arize AX, which rates 8.9
  • Pro is limited to organizations under 50 employees, and W&B Models is listed on Enterprise

Our Verdict

Weights & Biases earns its Best in Support placement on structure and documentation. It publishes three support tiers with first-response targets by severity, from 4 to 24 business hours on Standard and Standard Plus to 1 to 4 on Premium, plus 24/7 coverage, Slack or Teams channels, onboarding, a dedicated success team and roadmap sessions. G2 Quality of Support is 8.7 out of 10, and enterprise reviewers on PeerSpot describe responsive, technically competent support engineers. The placement has caveats. G2 lists Arize AX at 8.9 for Quality of Support, so W&B does not lead on that score, and review counts are small. The best terms sit in paid tiers whose prices are not published, and Standard hours do not cover nights or weekends. Targets are vendor stated, not audited. Buyers should write the tier, hours and response times into the contract and confirm how support changes under CoreWeave.

Resources

Resources & Documentation

Detailed materials for deeper evaluation

Pricing Page

Free, Pro and Enterprise plans, usage meters, support levels and billing terms

Support Page

Standard, Standard Plus and Premium tiers, hours, response times and channels

Documentation

W&B and CoreWeave documentation, support articles and the docs assistant

Weave Product Page

Tracing, evaluations, scorers, guardrails, monitors and playground

Customer Stories

Case studies from Festo, Gretel, Graphcore, Woven Planet, LG AI Research and others

Festo Case Study

How Festo cut new experiment setup from about 8 hours to 20 to 30 minutes

Gretel Case Study

How Gretel reached 10x experimentation velocity

CoreWeave Acquisition Announcement

CoreWeave’s May 2025 notice of the completed acquisition and its interoperability pledge

What to Know

What to Know Before Buying

Key considerations for evaluating Weights & Biases
  • Standard Plus and Premium add onboarding and a dedicated success team
  • Enterprise features such as SSO, SCIM and CMEK need configuration
  • Customer-managed deployments require Premium support
  • W&B lists framework integrations such as Lightning and Trainer on its homepage, and Weave connects to Slack, webhooks and Claude Code through an MCP server. Confirm your exact LLM framework and cloud.
  • Storage, Weave ingestion and inference scale with usage, and Pro overages cost $0.03 per GB of storage and $0.10 per MB of Weave data. Model costs for high-volume tracing before you commit.
  • Standard Plus and Premium support cost extra and vary by deployment and instance size. Weave ingestion, inference and sandboxes are billed in arrears. Storage is averaged over 30 days.
  • Moving from another tracker means re-instrumenting code and recreating dashboards, registries and evaluation datasets. Externally stored data and reference artifacts do not count toward storage quota, per the pricing page.
  • Pro is billed monthly upfront and Enterprise is invoiced annually upfront. Removed Pro seats get no credit. Confirm the support tier, hours, response targets and renewal terms in writing.

Alternatives

Compare Alternatives

See how Weights & Biases stacks up against competitors

Arize’s pricing page lists AX Free at $0 with community support, AX Pro at $50 per month with email support, and AX Enterprise as custom with dedicated support and custom SLAs. Arize also offers the open-source Phoenix tool. Its page names no support tiers or response times, whereas W&B publishes them.

LangSmith’s pricing page lists a Developer plan at $0 per seat, Plus at $39 per seat per month and custom Enterprise with a support SLA, and only Enterprise offers self-hosting. Its pages do not describe support tiers or response times. W&B bundles experiment tracking and a model registry as well.

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FAQ’s

Frequently Asked Questions

Common questions about Weights & Biases

Free is $0, Pro starts at $60 per month with a 30-day trial, and Enterprise is custom. Pro includes 100 GB of storage and 1.5 GB of Weave ingestion, with overages billed monthly. Premium support pricing is not published.

W&B lists Standard, Standard Plus and Premium for Enterprise customers. Premium P0 response is 1 business hour with 24/7 coverage, and Standard is 4 business hours. Free has email and community support, and G2 Quality of Support is 8.7 out of 10.

Yes. It is listed in San Francisco, California and was founded in 2017. CoreWeave announced the completed acquisition in May 2025 and says W&B stays interoperable with any infrastructure provider.

Its homepage lists ISO 27001:2022, 27017 and 27018, SOC 2, HIPAA and NIST 800-53 support. Enterprise adds SSO, SCIM, audit logs and CMEK. Request the reports that apply to you.

Weave traces, evaluates and monitors LLM applications and agents. Models covers experiment tracking, sweeps, artifacts and the model registry for classic ML work. Many teams use both.

Yes. CoreWeave announced the completed acquisition on May 5, 2025. Media reported about $1.7 billion, but no terms were disclosed. W&B plans and documentation now appear on CoreWeave’s site.

W&B does not publish a timeline. Starting to log runs or traces is usually quick, and Enterprise security setup takes longer. Standard Plus and Premium add onboarding help.

Common alternatives include Arize AI for LLM observability, LangSmith for LangChain-based apps, Comet for experiment tracking, Langfuse and MLflow, plus Datadog for general monitoring.