Skip to content
richbay.ai
PlaygroundsCasesLearnToolsFor Teams
richbay.ai

Learn by Solving. Solve practical problems, test what works, and turn evidence into reusable methods, workflows, and stacks.

Explore

  • Playgrounds
  • Cases

Resources

  • Learn
  • Tools

RichBay

  • For Teams
  • About
  • Privacy

© 2026 RichBay

RichBay.ai is independent and is not affiliated with or endorsed by the model providers or companies referenced on this site.

Auxiliary decision resources

Tools, Models & Stacks

Practical choices, clear tradeoffs, and evidence you can inspect.

Compare use cases, decision boundaries, official sources, and evidence before choosing an AI tool, model family, or reusable stack.

AI ToolsModelsStacks

Transparent evidence status

Know what RichBay checked—and what it did not.

Official info checked
The visible product facts link to first-party documentation. This is not an independent test.
Used at RichBay
The resource has been used in real RichBay production or operating work, with the context stated.
RichBay tested
A structured Experiment or Reviewed Case is linked. The result applies only to that published test.

Maintenance policy

Freshness is stated, not implied.

Each record shows when its sources were checked. Product claims are updated from official sources; a missed review date does not silently become a current recommendation.

Link health
Checked automatically each week.
Used at RichBay
Reviewed monthly while actively used.
Models & active tools
Reviewed every 30–90 days, and when a material launch, pricing, license, or retirement event is identified.
Stacks
Reviewed at least every six months, and when a default component or operating assumption changes.

AI Tools

Find a practical tool for a real task.

Search a small maintained set. Every entry has one primary category, task tags for cross-category work, and official decision links.

Keyword search uses names, aliases, tasks, and maintained tags. It does not generate or rank results with an AI model.

Browse by task

AI Tool categories

15 maintained entries

No popularity score or paid placement affects this order.
Assistants & SearchActive

ChatGPT

OpenAI

General assistant

A general AI workspace for conversation, research, files, data, images, and connected work.

researchsourceswritedraft
Suitable for
Drafting, research, file analysis, multimodal questions, and broad day-to-day assistance.
Decision boundary
Features, limits, connectors, and data controls differ by plan and workspace. Verify the plan and data settings for the intended use.
Official info checked
Decision details
Execution
Cloud
Context scope
Conversation, uploaded files, and enabled connectors
Billing basis
Free and subscription plans; usage limits vary
Data handling
Consumer and managed-workspace controls differ; review the applicable privacy and workspace terms.
Other modes
Web research · File analysis · Images
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Assistants & SearchActive

Claude

Anthropic

General assistant

A general assistant for documents, analysis, writing, coding, and collaborative work.

researchwritedraftdocuments
Suitable for
Long-form document work, structured writing, analysis, coding questions, and project assistance.
Decision boundary
Availability, limits, integrations, and organizational controls vary by account type and region.
Official info checked
Decision details
Execution
Cloud
Context scope
Conversation, project context, uploaded files, and enabled integrations
Billing basis
Free and subscription plans; usage limits vary
Data handling
Consumer and commercial data policies differ; check the policy for the account and provider path used.
Other modes
Projects · Artifacts · Connected work
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Assistants & SearchActive

Gemini

Google

General assistant

Google’s general AI assistant with multimodal capabilities and integrations across Google services.

researchsourceswritedocuments
Suitable for
General assistance, multimodal questions, research, and workflows that already use Google products.
Decision boundary
Capabilities and data terms vary across the consumer app, Workspace, AI Studio, and Google Cloud.
Official info checked
Decision details
Execution
Cloud
Context scope
Conversation, uploads, and enabled Google services
Billing basis
Free and subscription plans; Workspace and Cloud access differ
Data handling
Review the policy for the specific Gemini surface and account type before connecting sensitive sources.
Other modes
Google integrations · Multimodal input
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Assistants & SearchActive

Perplexity

Perplexity AI

AI search

An answer engine built around web search, follow-up questions, and visible source links.

researchsourcessearchweb
Suitable for
Fast web research, source discovery, current-topic orientation, and building an initial evidence list.
Decision boundary
A citation shows where a claim came from, not that the claim is correct. Inspect important primary sources before relying on an answer.
Official info checked
Decision details
Execution
Cloud
Context scope
Web sources, conversation, and uploaded files
Billing basis
Free and subscription plans; limits vary
Data handling
Searches, uploads, and account data are processed under the selected plan and privacy policy.
Other modes
Research reports · File search
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

GitHub Copilot

GitHub

IDE + GitHub workflow

Coding assistance across editors, the command line, GitHub code review, and cloud-agent workflows.

coderepositoryideterminal
Suitable for
Inline assistance, repository questions, code review, terminal work, and issue-to-pull-request workflows.
Decision boundary
Feature access and AI-credit use depend on the plan. Agent output still requires diff review, tests, and repository controls.
Official info checked
Decision details
Execution
Hybrid
Context scope
Editor context, selected repository, and connected GitHub workflow
Billing basis
License plus included or additional AI credits; some workflows also use Actions
Data handling
Repository access and organizational policy must be configured for the intended code and account type.
Other modes
CLI · Cloud agent · Code review
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

Cursor

Anysphere

Agent-native IDE

An AI-focused code editor with repository search, multi-file editing, and command-running agents.

coderepositoryideterminal
Suitable for
Interactive repository work, implementation across files, refactoring, and developer-guided agent tasks.
Decision boundary
Agents can edit files and run commands. Define permissions, inspect diffs, run tests, and monitor model usage.
Official info checked
Decision details
Execution
Hybrid
Context scope
Open workspace, selected codebase context, and configured external sources
Billing basis
Subscription and usage-based limits vary by plan
Data handling
Privacy mode, code retention, and organizational controls should be checked before using private repositories.
Other modes
Background agents · Code review
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

OpenAI Codex

OpenAI

Local + cloud coding agent

A coding agent available in local and cloud workflows for repository analysis, implementation, testing, and review.

coderepositoryterminalcloud agent
Suitable for
Cross-file implementation, command and test execution, code review, parallel cloud tasks, and repeatable automation.
Decision boundary
Set workspace, network, and approval boundaries before execution. Review the summary and diff and verify tests before merging.
Official info checkedUsed at RichBay
Decision details
Execution
Hybrid
Context scope
Selected local workspace or connected cloud repository
Billing basis
Included plan usage and usage-based limits vary by access path
Data handling
Local and cloud execution have different isolation and data flows; configure sandbox, approvals, and network access.
Other modes
IDE · Code review · Automation
RichBay usage
Used for repository-scoped implementation, verification, and production delivery work on RichBay AI.
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

Claude Code

Anthropic

Terminal coding agent

A terminal-oriented coding agent for reading repositories, editing files, running commands, and development workflows.

coderepositoryterminalgit
Suitable for
Repository analysis, multi-file changes, terminal workflows, testing, Git tasks, and scripted development work.
Decision boundary
Terminal and repository access require explicit controls. Cost and data policy depend on the account, model provider, and execution path.
Official info checked
Decision details
Execution
Hybrid
Context scope
Selected repository, local session, or cloud session
Billing basis
Subscription limits or API token usage, depending on authentication path
Data handling
Consumer, commercial, third-party provider, local-cache, and cloud-session policies differ.
Other modes
Web · IDE integrations · Automation
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

Replit Agent

Replit

Browser app builder

A browser-based agent that plans, builds, tests, and publishes applications from natural-language requests.

app builderprototypedeploycode
Suitable for
Rapid prototypes, small applications, demonstrations, and teams that want an integrated browser-to-deployment path.
Decision boundary
Production use still needs security, data, dependency, performance, and platform-dependence review.
Official info checked
Decision details
Execution
Cloud
Context scope
Replit project and connected services
Billing basis
Subscription and usage credits vary by plan
Data handling
Projects, prompts, deployments, and connected data follow Replit workspace and account controls.
Other modes
Design · Publishing
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Coding & BuildingActive

Devin Desktop

Cognition

Agent desktop

A desktop development environment with Devin Local, Cascade, and tools for managing agent work.

coderepositoryidedesktop
Suitable for
Local agent-assisted development, editor workflows, parallel work, checkpoints, and multi-agent coordination.
Decision boundary
Product names and agent modes have changed. Arena belongs to legacy Cascade workflows and multiple runs consume separate usage.
Official info checked
Decision details
Execution
Hybrid
Context scope
Desktop workspace and selected agent context
Billing basis
Plan and credit consumption vary by agent, model, and workflow
Data handling
Workspace access, restricted mode, connected services, and team controls require configuration.
Other modes
Devin Local · Cascade · Agent Command Center
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Research & DataActive

NotebookLM

Google

Source-grounded notebook

A source-grounded research workspace for uploaded documents, websites, audio, and other supported sources.

researchsourcespdfdocuments
Suitable for
Studying a bounded source set, document Q&A, briefs, source discovery, and turning source material into learning formats.
Decision boundary
Grounding reduces but does not remove errors. Check that each important statement is supported by the cited source passage.
Official info checked
Decision details
Execution
Cloud
Context scope
Sources added to a notebook
Billing basis
Standard access plus higher limits through eligible Google plans
Data handling
Terms and data treatment vary between personal, Workspace, and Education accounts.
Other modes
Briefs · Audio overviews · Study aids
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Research & DataActive

Elicit

Elicit

Literature research

A research assistant focused on scientific literature search, paper summaries, reports, and review workflows.

researchpaperssourcesliterature
Suitable for
Finding papers, screening literature, extracting structured information, and preparing a review evidence table.
Decision boundary
Coverage, extraction, and synthesis still require checking the underlying papers and the requirements of the review method.
Official info checked
Decision details
Execution
Cloud
Context scope
Paper corpus, searches, and uploaded research material
Billing basis
Free and subscription plans with workflow usage limits
Data handling
Review the policy and service agreement for uploaded research and team or institutional use.
Other modes
Research reports · Systematic review workflow
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Research & DataActive

Julius AI

Julius AI

AI data workspace

A cloud workspace for analyzing files and connected data, creating visualizations, and producing reports.

dataspreadsheetanalysischarts
Suitable for
Exploratory spreadsheet analysis, charts, business reports, and ad hoc questions over connected data.
Decision boundary
Generated analysis can contain incorrect assumptions, transformations, or statistics. Preserve the source data and verify important calculations.
Official info checked
Decision details
Execution
Cloud
Context scope
Uploaded files and configured data connections
Billing basis
Free and credit-based subscription plans
Data handling
Uploaded files and connected databases require plan-specific retention, access, and security review.
Other modes
Reports · Presentations · Connected data
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Automation & BusinessActive

Zapier

Zapier

Hosted workflow automation

A hosted automation platform for connecting applications, triggers, actions, data, and AI-assisted workflow steps.

automationworkflowintegrationsbusiness
Suitable for
Standard cross-application workflows, notifications, data movement, lead handling, and repeatable operational tasks.
Decision boundary
Task and AI-credit consumption can rise with workflow complexity. Add failure handling, permissions, and human review for consequential actions.
Official info checked
Decision details
Execution
Cloud
Context scope
Configured workflows and connected applications
Billing basis
Subscription, task usage, and AI-credit consumption vary by feature
Data handling
Each connection expands the data path; review scopes, retention, subprocessors, and the connected applications.
Other modes
AI workflow steps · Agents · Tables
ProductDocumentationPricingData handling
Content reviewed 2026-08-31
Automation & BusinessActive

Make

Make

Visual workflow automation

A visual automation platform for building multi-step scenarios across applications, APIs, and data transformations.

automationworkflowintegrationsapi
Suitable for
Visual workflow design, branching automation, scheduled operations, API orchestration, and data transformation.
Decision boundary
Complex scenarios can become difficult to debug and estimate. Design retries, error paths, access scopes, and observability before production use.
Official info checked
Decision details
Execution
Cloud
Context scope
Configured scenarios, data stores, and connected applications
Billing basis
Subscription and credit usage vary by plan and feature
Data handling
Connected services determine the end-to-end data path; verify region, retention, roles, and connection permissions.
Other modes
API orchestration · AI agents
ProductDocumentationPricingData handling
Content reviewed 2026-08-31

Models

Stable family records, current official entry points.

Access method, capability, status, and test evidence are separate dimensions. Open a stable family page for selected current model IDs, provider status, context, and version-specific weight or license notes.

OpenAI3 selected releases

GPT

Hosted general-purpose models for reasoning, coding, multimodal input, and tool-using workflows.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Product access
Weights
The listed GPT-5.6 releases are hosted models; their model pages do not offer downloadable weights.
Official info checkedRelated version tested
Open family recordOfficial models
Official info checked 2026-08-31
Anthropic4 selected releases

Claude

Hosted models for reasoning, coding, document work, multimodal input, and long-running agent tasks.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Product access
Weights
Anthropic documents the listed Claude releases as hosted models; downloadable weights are not offered on the model pages.
Official info checked
Open family recordOfficial models
Official info checked 2026-08-31
Google4 selected releases

Gemini

Hosted multimodal models across the Gemini API, Google AI Studio, Google Cloud, and Google products.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Product access
Weights
The Gemini endpoints listed here are hosted. Google publishes separate open-weight Gemma models under a different family.
Official info checked
Open family recordOfficial models
Official info checked 2026-08-31
xAI3 selected releases

Grok

Hosted reasoning and multimodal models with optional web, X, code-execution, and function-calling tools.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Product access
Weights
The current Grok API pages describe hosted endpoints and do not offer downloadable weights.
Official info checked
Open family recordOfficial models
Official info checked 2026-08-31
Meta2 selected releases

Llama

Open-weight language and multimodal models for self-managed or third-party hosted inference.

General & ReasoningVision & Multimodal
Access
Open weights · Local-capable · Hosted API
Weights
Llama 4 weights are downloadable under the custom Llama 4 Community License, not Apache 2.0 or MIT.
Official info checked
Open family recordOfficial models
Official info checked 2026-08-31
Mistral AI3 selected releases

Mistral

Hosted and open-weight generalist models spanning multimodal, coding, reasoning, and efficient deployment needs.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Open weights · Local-capable
Weights
Current releases include Apache 2.0 and Modified MIT weights; the exact license is version-specific.
Official info checkedRelated version tested
Open family recordOfficial models
Official info checked 2026-08-31
DeepSeek2 selected releases

DeepSeek

API and open-weight model releases focused on reasoning, coding, long context, and agent workflows.

General & ReasoningCodingAgents & Tool Use
Access
Hosted API · Open weights
Weights
DeepSeek has published earlier open-weight releases. The current V4 API documentation does not itself establish open weights for V4.
Official info checked
Open family recordOfficial models
Official info checked 2026-08-31
Qwen Team · Alibaba Group3 selected releases

Qwen

Multilingual and multimodal model releases with hosted access and a broad set of downloadable weights.

General & ReasoningCodingVision & MultimodalAgents & Tool Use
Access
Hosted API · Open weights · Local-capable
Weights
The Qwen3.8 repository publishes model weights and directs users to the license packaged with each checkpoint.
Official info checkedRelated version tested
Open family recordOfficial models
Official info checked 2026-08-31

Stacks

Reusable combinations for a specific outcome.

Method, workflow, and technical Stacks name explicit defaults, component roles, operating assumptions, switch rules, evidence, and known limits.

Browse all Stack records →
Method StackRichBay tested

Controlled model comparison

Compare model outputs for one bounded task without leaking model identity into the first judgment.

OutcomeA bounded model choice backed by captured outputs, review criteria, and visible limitations.
Versioned task packetControlled model runsEvidence ledgerHuman review checkpoint
For
Teams deciding which model output fits a specific, repeatable task.
Setup
Medium
RichBay tested
Open Stack record →Inspect its Case
Reviewed 2026-09-05
Workflow StackRichBay tested

Evidence-bound workflow pilot stack

Turn one team workflow into a repeatable AI-assisted process with explicit human checkpoints.

OutcomeA repeatable AI-assisted workflow with explicit ownership, review gates, and a decision record.
Workflow scopeSelected tools and modelsReview checklistDecision record
For
Small teams piloting AI in one frequent, bounded operational workflow.
Setup
Medium
RichBay tested
Open Stack record →Inspect its Case
Reviewed 2026-09-05
Technical StackOfficial info checked

RAG knowledge assistant

Build a bounded knowledge assistant over maintained documents instead of relying on general model memory.

OutcomeA question-answering interface that retrieves from a controlled source collection and exposes supporting passages.
Document parserEmbedding modelQdrant reference storeRetrieval and answer service
For
Product teams with a defined document corpus, permissions model, and real evaluation questions.
Setup
High
Official info checked
Open Stack record →
Reviewed 2026-09-05
Technical StackUsed at RichBay

Low-operations AI product prototype

Build and release a small AI product without committing early to a large application platform or a long list of services.

OutcomeOne deployable AI-assisted product flow with traceable releases, bounded data handling, and a clear path to add infrastructure only when needed.
Next.js applicationCloudflare Workers deployment pathServer-side model boundaryOptional D1 and R2 bindings
For
Founders and small product teams validating one complete input-to-output flow.
Setup
Medium
Used at RichBay
Open Stack record →
Reviewed 2026-09-05