Lyzr for AWS
AgentCore governance gets better with Lyzr OpenController.
Keep building on AWS. Add one layer above every cloud you run.
Every capability is one cell
- Yes
- Partial
- Roadmap
- Not offered
Lyzr
303of 317 · +8 partial
AWS
73of 317 · +141 partial
Of 317 capabilities, Lyzr has 303 generally available and 8 partial. AWS has 73 generally available, 141 partial and 103 not offered.
- capabilities, scored row by row
- 317
- Lyzr products, each against its closest AWS services
- 7
- capabilities with no AWS equivalent
- 103
- AWS status as of
- 18 Oct 2026
Seven products. Lyzr leads in all seven.
Each bar is one product’s capabilities, against the closest AWS services. Select a product to see its rows.
Product
- Yes
- Partial
- Not offered or roadmap
No AWS equivalent
OpenController
141 capabilities
58no AWS equivalent
Lyzr135 +2 partialAWS34 +49 partial58of 141
Agent Studio
73 capabilities
11no AWS equivalent
Lyzr72AWS21 +41 partial11of 73
SuperFlow
32 capabilities
7no AWS equivalent
Lyzr32AWS7 +18 partial7of 32
Alpha / Architect
22 capabilities
9no AWS equivalent
Lyzr22AWS0 +13 partial9of 22
Open CoWork
19 capabilities
6no AWS equivalent
Lyzr17 +2 partialAWS8 +5 partial6of 19
OpenFineTuner
20 capabilities
4no AWS equivalent
Lyzr17 +3 partialAWS3 +13 partial4of 20
Optimus
10 capabilities
8no AWS equivalent
Lyzr8 +1 partialAWS0 +2 partial8of 10
Where AgentCore governance stops
OpenController against AgentCore Policy, Gateway, Identity, Evaluations, Agent Registry and Bedrock Guardrails.
- 135 / 141
- generally available in OpenController
- 58
- with no AWS equivalent
- Lyzr, generally available
- AWS, generally available
- AWS, counting partial
Each row is one area. The scale is its share of capabilities.
0%none of the area
is available
100%every capability
is available
- Developer devices (Edge)8 vs 0
- Deploy11 vs 1
- Discover17 vs 1
- Posture and evidence7 vs 1
- Skills5 vs 1
- LLM Gateway14 vs 3
- Platform3 vs 0
- Tools and MCP8 vs 2
- Observability and cost10 vs 3
- Register10 vs 3
- Evals13 vs 5
- Control8 vs 3
- Identity8 vs 4
- Guardrails9 vs 5
- Refine4 vs 2
Right column: generally available capabilities, Lyzr vs AWS. Biggest gap first.
All features compared side by side
Every capability, Lyzr against AWS. You choose what to compare: a product, a bucket, or a single feature.
OpenController· 141 capabilities. How they compare:
OpenController · vs AgentCore Policy, Gateway, Identity, Evaluations, Agent Registry, Bedrock Guardrails
Lyzr · Yes
One inventory and asset graph across clouds, data platforms and SaaS
AWS · Partial
Agent Registry auto-detects AgentCore resources; Security Hub inventories AWS AI services
Lyzr · Yes
Read across every enabled region
AWS · Yes
Registry org-wide detection (GA Aug 2026)
Lyzr · Yes
Discovered and linked to the agents that use them
AWS · Partial
Security Hub AI Inventory
Lyzr · Yes
Turned into ‘can use’ links and exposure on every asset
AWS · Partial
Readable per resource in IAM
Lyzr · Yes
Per environment, with sharing and publication state
AWS · Not offered
—
Lyzr · Yes
Hosted, prompt and workflow agents
AWS · Not offered
Security Hub covers Azure VMs and containers, not AI agents
Lyzr · Yes
Project, folder or organization scope
AWS · Not offered
No GCP coverage
- Databricks serving endpoints, Agent Bricks, Genie, MCP services, Unity Catalog skillsLyzr: YesAWS: Not offered
Lyzr · Yes
Including owner and usage grants
AWS · Not offered
—
- Anthropic and Claude Platform: models used, API keys, workspacesLyzr: YesAWS: Not offered
- Salesforce, SAP and HubSpot agent platformsLyzr: YesAWS: Not offered
- Claude Enterprise and ChatGPT Enterprise plansLyzr: YesAWS: Not offered
- API keys found per provider and linked to the models they callLyzr: YesAWS: Not offered
Lyzr · Yes
Every governed kind, on every connected platform
AWS · Partial
Draft records for AgentCore assets; GuardDuty sees EC2 calls to outside AI APIs
Lyzr · Yes
Who holds which licence and when they last used it
AWS · Not offered
—
Lyzr · Yes
Through OpenController Edge
AWS · Not offered
Coding Agent Insights gives telemetry only
Lyzr · Yes
Reads AgentCore, Google Agent Registry and Agent 365 catalogs
AWS · Not offered
Planned through Agentic Resource Discovery
Lyzr · Roadmap
—
AWS · Partial
Inspector finds agents on EC2 and in ECR images
Lyzr · Yes
Owner locked to the one the platform names
AWS · Partial
Owner and purpose are free-form custom metadata
Lyzr · Yes
—
AWS · Yes
Agent Registry record types
Lyzr · Yes
Full history of who, when and why
AWS · Yes
Draft to deprecated
Lyzr · Yes
Matched on IdP subject, not display name
AWS · Not offered
Build it yourself with EventBridge hooks
- A reason required to reject or revokeLyzr: YesAWS: Not offered
Lyzr · Yes
Each registration records the policy version
AWS · Partial
Auto-approval rules
Lyzr · Yes
HTTPS only, no credentials in the URL
AWS · Yes
URL sync for MCP and A2A endpoints
Lyzr · Yes
Narrowest rule wins
AWS · Not offered
—
Lyzr · Yes
Block dialog registers the agent in the same step
AWS · Not offered
An approved or deprecated record does not allow or block calls
Lyzr · Yes
Edge syncs the approved stack to each group
AWS · Partial
Registry is discoverable from Kiro and Claude Code; discovery, not enforcement
Lyzr · Yes
Okta, Entra ID, Google, Keycloak, any OIDC/SAML IdP
AWS · Yes
IAM Identity Center
Lyzr · Yes
Federated across clouds
AWS · Yes
AgentCore Identity directory
Lyzr · Yes
—
AWS · Yes
Token exchange (GA Apr 2026)
Lyzr · Yes
Copilot Studio, Agent 365, Foundry, AgentCore, GCP, Snowflake
AWS · Partial
IAM resource policies for AgentCore only
Lyzr · Yes
Named principals are kept
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
JWT authorizer with custom claims
Lyzr · Yes
Team switcher; nobody grants above their own role
AWS · Partial
IAM policies per resource
- Entra agent identities governed next to AWS identitiesLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Yes
13 built-in evaluators
Lyzr · Yes
Sandboxed, no network or files
AWS · Yes
Lambda code evaluators
Lyzr · Yes
—
AWS · Yes
Online evaluation
Lyzr · Yes
Welch and Bonferroni tests
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Datasets in preview
Lyzr · Yes
—
AWS · Yes
Batch evals and A/B tests
- Grader agreement against human labels (Cohen’s κ)Lyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Partial
User simulation through the SDK
Lyzr · Yes
—
AWS · Partial
Experimental, open-source Strands Evals
Lyzr · Yes
Grouped into one incident
AWS · Partial
CloudWatch alarms, assembled by hand
Lyzr · Yes
Traces in the customer’s own store
AWS · Not offered
Evals need traces in CloudWatch
Lyzr · Yes
Prompt Hub
AWS · Yes
Bedrock Prompt Management
- Judge token budgets that are never overspentLyzr: YesAWS: Not offered
Lyzr · Yes
Model, prompt, tools and parameters per version
AWS · Yes
AgentCore Runtime versions
Lyzr · Yes
Dev, stage, prod
AWS · Partial
Endpoints point at versions; no promotion record
Lyzr · Yes
—
AWS · Not offered
Generic CodePipeline manual approval
Lyzr · Yes
Golden-set floors and regression gate
AWS · Partial
GitHub Actions sample, not a native gate
Lyzr · Yes
—
AWS · Partial
A/B traffic split on a Gateway; no automatic rollback
Lyzr · Yes
—
AWS · Partial
Repoint an endpoint by hand
Lyzr · Yes
—
AWS · Partial
Implicit, by repointing an endpoint
- Quarantine and teardown of a versionLyzr: YesAWS: Not offered
Lyzr · Yes
Your CI builds; OpenController governs the handoff
AWS · Partial
CodePipeline, plus a GitHub Actions sample
Lyzr · Yes
Same gates as agents
AWS · Partial
Skill changes version a harness agent only
Lyzr · Yes
Foundry, Vertex, Copilot Studio and more
AWS · Not offered
—
Lyzr · Yes
AgentCore: tagged Deny statement, restored exactly
AWS · Not offered
No kill switch; workarounds are a Cedar forbid or IAM deny
- Block across Copilot Studio, Agent 365, Foundry and SnowflakeLyzr: YesAWS: Not offered
Lyzr · Yes
Name confirmation required
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
CloudTrail records the API call
Lyzr · Yes
Per-agent key and proof the call arrived
AWS · Not offered
—
Lyzr · Yes
Rogue-agent handling
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
Gateway rate limits (Aug 2026)
Lyzr · Yes
—
AWS · Not offered
Gateway and policy engine are per account and region
Lyzr · Roadmap
—
AWS · Yes
Temporal policies, Gateway only
Lyzr · Roadmap
—
AWS · Yes
Gateway HTTP and A2A targets
Lyzr · Yes
Per-server auth and health monitoring
AWS · Yes
AgentCore Gateway
Lyzr · Yes
On LLM, MCP and API traffic
AWS · Yes
Cedar on Gateway traffic
Lyzr · Yes
Pre-tool and post-tool
AWS · Partial
Cedar, before the call
- Tool groups that keys and teams can useLyzr: YesAWS: Not offered
- Find agents calling MCP servers outside the registryLyzr: YesAWS: Not offered
- Find unauthenticated tool gateways, static-key tools and destructive toolsLyzr: YesAWS: Not offered
- Tool-call checks inside Claude Code before the tool runsLyzr: YesAWS: Not offered
Lyzr · Yes
Enforced in the request path by Edge
AWS · Partial
Kiro and Q allowlists, client-side and bypassable
Lyzr · Yes
12+ providers
AWS · Yes
Gateway inference targets: Bedrock, OpenAI, Anthropic and compatible
Lyzr · Yes
—
AWS · Partial
OpenAI and Anthropic SDKs
Lyzr · Yes
Scoped, rotated, shown once
AWS · Yes
—
Lyzr · Yes
—
AWS · Not offered
Not native; AWS points to self-hosted LiteLLM
Lyzr · Yes
Configurable backoff
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Round-robin across duplicate model IDs
Lyzr · Yes
—
AWS · Not offered
Provider-side prompt caching only
Lyzr · Yes
Across providers
AWS · Partial
Prompt routing within one model family
Lyzr · Yes
With a playground
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Cedar per gateway
Lyzr · Yes
—
AWS · Partial
IAM or SCP deny per model
Lyzr · Yes
—
AWS · Partial
Projects and cost-allocation tags
Lyzr · Yes
—
AWS · Yes
Policy decision logs
Lyzr · Yes
Helm and Terraform
AWS · Partial
AWS-hosted service, reachable over PrivateLink
Lyzr · Yes
—
AWS · Yes
Bedrock Guardrails
Lyzr · Yes
—
AWS · Yes
Bedrock Guardrails
Lyzr · Yes
—
AWS · Yes
Bedrock Guardrails
Lyzr · Yes
—
AWS · Yes
Bedrock Guardrails
Lyzr · Not offered
—
AWS · Yes
Bedrock Guardrails
Lyzr · Yes
—
AWS · Partial
Gateway perimeter and harness hooks
Lyzr · Yes
Cloud guardrails used as providers
AWS · Not offered
—
Lyzr · Yes
Every guardrail synced into the LLM Gateway
AWS · Partial
Automatic only for Bedrock calls or Gateway traffic
Lyzr · Yes
Claude Code managed settings; Edge
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
CloudWatch metrics
Lyzr · Yes
—
AWS · Yes
AgentCore Observability
Lyzr · Yes
Per-cell ClickHouse
AWS · Partial
Must land in CloudWatch for AWS evals and insights
Lyzr · Yes
—
AWS · Yes
CloudWatch GenAI dashboards
Lyzr · Yes
—
AWS · Partial
IAM on log groups
Lyzr · Yes
—
AWS · Partial
Tags and CUR, Bedrock inference only
- One spend view across AWS, Azure, GCP, Databricks and Anthropic billsLyzr: YesAWS: Not offered
- Licences and idle seats in dollarsLyzr: YesAWS: Not offered
- Shadow spend: what unregistered agents costLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Yes
Cost Anomaly Detection
Lyzr · Yes
—
AWS · Partial
Coding Agent Insights (telemetry)
Lyzr · Partial
Assistant-led diagnosis today
AWS · Yes
AgentCore Optimization (Jun 2026)
Lyzr · Yes
—
AWS · Partial
Failure insights in preview
Lyzr · Yes
—
AWS · Partial
In preview
Lyzr · Yes
—
AWS · Yes
Bedrock model customization
Lyzr · Yes
—
AWS · Partial
Same-family prompt routing
Lyzr · Yes
31 checks
AWS · Partial
Config rules and Security Hub for AWS services
- ‘Lethal trifecta’ check: outside input, private data and a way to actLyzr: YesAWS: Not offered
- Agents acting with their maker’s credentials; keys made by leaversLyzr: YesAWS: Not offered
- Agents calling models around the gatewayLyzr: YesAWS: Not offered
- Agents nobody traces; traced agents nobody evaluatesLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Partial
Audit Manager GenAI framework, closed to new accounts
Lyzr · Yes
Cannot be turned off
AWS · Yes
CloudTrail
Lyzr · Yes
—
AWS · Partial
Kiro managed settings, Kiro only
- One policy for Claude Code, Codex, Copilot and GeminiLyzr: YesAWS: Not offered
- Scoped virtual keys on laptops, never raw provider keysLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Partial
Kiro credit caps
Lyzr · Yes
—
AWS · Partial
Kiro and Q MCP allowlists
Lyzr · Yes
—
AWS · Not offered
Kiro and Q controls can be bypassed by a local admin
Lyzr · Yes
—
AWS · Partial
Coding Agent Insights
- Claude Code governed through one managed-settings file, nothing installedLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Not offered
Skill records cannot auto-sync
Lyzr · Yes
Registered only after remediation
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
Agent Registry SKILL records
Lyzr · Yes
—
AWS · Partial
Custom metadata
Lyzr · Yes
Edge profiles per group
AWS · Not offered
—
Lyzr · Yes
—
AWS · Not offered
AWS-managed service in AWS regions
- Govern AWS, Azure, GCP, Databricks, Snowflake and Anthropic from one deploymentLyzr: YesAWS: Not offered
Lyzr · Partial
Customer-account cells today; on-prem package on the roadmap
AWS · Not offered
GovCloud is the only alternative
Lyzr · Yes
Ask
AWS · Partial
Amazon Q, AWS resources only
Agent Studio · vs Bedrock, AgentCore, Bedrock Knowledge Bases, Amazon Connect Customer
Lyzr · Yes
Conversational builder
AWS · Partial
AgentCore Harness defines an agent as configuration written by the builder
Lyzr · Yes
—
AWS · Partial
Bedrock Agents (classic) closed to new customers on 30 Jul 2026; Harness is the successor
Lyzr · Yes
—
AWS · Partial
Spread across AgentCore, Bedrock Flows and Amazon Connect Customer
Lyzr · Yes
No server code
AWS · Yes
AgentCore Harness and Runtime endpoints
Lyzr · Yes
—
AWS · Partial
AWS Marketplace lists third-party agents
Lyzr · Yes
Returned as downloadable artifacts
AWS · Partial
AgentCore Code Interpreter can write files from code
Lyzr · Yes
—
AWS · Yes
Structured output on Bedrock models
Lyzr · Yes
—
AWS · Partial
Intelligent Prompt Routing works within one model family
Lyzr · Yes
LLM fallback
AWS · Not offered
Built in application code
Lyzr · Yes
Keys added once for the whole workspace
AWS · Partial
Bedrock catalogue; Gateway inference targets add OpenAI and Anthropic
Lyzr · Yes
—
AWS · Partial
Custom Model Import for supported architectures
Lyzr · Yes
—
AWS · Partial
Immutable versions; restore by repointing an endpoint
Lyzr · Yes
Git for Agents
AWS · Not offered
Configuration bundles have versions and branches; no Git sync
Lyzr · Yes
—
AWS · Partial
Built by the customer in CodePipeline or GitHub Actions
Lyzr · Yes
Design and operations views
AWS · Partial
CodePipeline manual approval or GitHub branch protection, assembled by the customer
Lyzr · Yes
—
AWS · Partial
Rollback by repointing an endpoint
Lyzr · Yes
Open standard, OpenGAP
AWS · Not offered
—
Lyzr · Yes
Agent Development Kit
AWS · Yes
AgentCore CLI, CDK and CloudFormation
Lyzr · Yes
—
AWS · Yes
Bedrock Knowledge Bases
Lyzr · Yes
—
AWS · Yes
Managed Knowledge Base offers agentic multi-hop retrieval
Lyzr · Yes
—
AWS · Partial
Hybrid search and reranking
Lyzr · Yes
—
AWS · Yes
Chunking strategies and console testing
Lyzr · Yes
Access follows SharePoint permissions
AWS · Partial
Scheduled connector sync (Sep 2026)
Lyzr · Yes
—
AWS · Partial
Neptune and Aurora PostgreSQL from this list, plus OpenSearch, S3 Vectors, Pinecone, Redis and MongoDB Atlas
Lyzr · Yes
Plain language translated into graph queries
AWS · Partial
GraphRAG on Amazon Neptune Analytics
Lyzr · Yes
Read-only by default
AWS · Partial
Structured retrieval over Redshift and SageMaker Lakehouse
Lyzr · Yes
Schema documentation agent
AWS · Partial
SageMaker Catalog drafts descriptions, separate from agent data querying
Lyzr · Yes
Global Context
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
AgentCore Harness loads SKILL.md skills from Git, S3 or AWS Skills
Lyzr · Yes
—
AWS · Yes
Bedrock Retrieve API
Lyzr · Yes
Lyzr Cognis
AWS · Yes
AgentCore Memory
Lyzr · Yes
—
AWS · Not offered
AgentCore Memory only
Lyzr · Yes
—
AWS · Partial
AgentCore Memory API works with any framework; no open-source core
Lyzr · Yes
—
AWS · Partial
AgentCore Gateway targets are configured per tool
Lyzr · Yes
—
AWS · Yes
AgentCore Identity token vault and on-behalf-of exchange
Lyzr · Yes
—
AWS · Yes
Gateway OpenAPI targets
Lyzr · Yes
Open-source ACI
AWS · Not offered
Gateway runs in AWS regions
Lyzr · Yes
—
AWS · Partial
Gateway semantic tool search at run time; no builder-side suggestion
Lyzr · Yes
—
AWS · Yes
AgentCore Gateway MCP targets
Lyzr · Yes
—
AWS · Yes
Runtime A2A support and Agent Registry
Lyzr · Yes
—
AWS · Partial
Gateway inference targets
Lyzr · Yes
—
AWS · Partial
Contextual grounding checks in Bedrock Guardrails
Lyzr · Yes
Plus custom rules
AWS · Partial
Denied topics and Automated Reasoning policies written by the customer
Lyzr · Yes
Configured through the Agent Development Kit
AWS · Partial
Stereotyping evaluator and Guardrails hate filter; no per-category bias scoring
Lyzr · Yes
—
AWS · Partial
Gateway Lambda interceptors validate or transform; no fail-open or fail-closed setting
- Validators for OpenAPI schemas, SQL and gibberish textLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Partial
Multi-agent collaboration is in Bedrock Agents (classic, maintenance mode); Strands patterns in code
Lyzr · Yes
Manager plus SuperFlow
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Classic agents stream reasoning traces (maintenance mode); not documented for Harness
Lyzr · Yes
—
AWS · Yes
Nova Sonic, Amazon Connect Customer and AgentCore streaming
Lyzr · Yes
—
AWS · Partial
Nova Sonic; other providers in code
Lyzr · Yes
—
AWS · Yes
Amazon Connect Customer telephony
- Video avatars from HeyGen, Simli and TavusLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Partial
Amazon Connect Customer transcripts and recordings; per-turn latency not documented
Lyzr · Yes
10,000+ simulations before production
AWS · Partial
AgentCore user simulation and Datasets (preview)
- Isolated environments: test clones of an agentLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Yes
AgentCore Evaluations built-in evaluators
Lyzr · Yes
—
AWS · Partial
Recommendations cover prompts and tool descriptions
Lyzr · Yes
—
AWS · Partial
Evaluations accept several frameworks
Lyzr · Yes
Each issue links to its trace
AWS · Partial
Online evaluation; failure insights in preview
Lyzr · Yes
—
AWS · Partial
Recommendations are approved by a user; diff and versioning not documented
Lyzr · Yes
—
AWS · Partial
CloudWatch alarms and Gateway rate limits
Lyzr · Roadmap
Upcoming
AWS · Yes
Online evaluation and custom evaluators
Lyzr · Yes
—
AWS · Yes
AgentCore Observability
Lyzr · Yes
—
AWS · Partial
Failure insights (preview)
Lyzr · Yes
—
AWS · Yes
CloudWatch generative AI dashboards
Lyzr · Yes
—
AWS · Partial
Per-team AWS accounts with AWS Budgets alerts; not an agent-level setting
Lyzr · Yes
—
AWS · Partial
Quick extensions for Slack and Teams; no Telegram; AgentCore agents need custom work
Lyzr · Yes
—
AWS · Partial
Agent Registry approval workflow for discovery; no deploy-to-workspace
Lyzr · Yes
—
AWS · Partial
AgentCore in AWS regions and GovCloud
- One agent deployed to AgentCore and Google Vertex AI Agent Engine togetherLyzr: YesAWS: Not offered
Lyzr · Yes
Lyzr Blocks, as standalone APIs
AWS · Yes
AgentCore services work with any framework, inside AWS
Lyzr · Yes
—
AWS · Yes
Strands Agents SDK
SuperFlow · vs Bedrock Flows and AWS Step Functions
Lyzr · Yes
—
AWS · Partial
Bedrock Flows has no approval step; Step Functions handles process steps
Lyzr · Yes
Released Oct 2026
AWS · Yes
Quick Flows and Quick Automate generate flows from a description; Step Functions and Bedrock Flows do not
Lyzr · Yes
—
AWS · Yes
Step Functions starter templates; Quick Flows pre-built flows
Lyzr · Yes
—
AWS · Partial
Step Functions InvokeHarness runs an AgentCore agent as one step (15-minute limit)
Lyzr · Yes
Planner-and-workers loop
AWS · Not offered
—
Lyzr · Yes
—
AWS · Not offered
No A2A node in Bedrock Flows
Lyzr · Yes
—
AWS · Partial
Step Functions Parallel and Map states, wired by hand
Lyzr · Yes
—
AWS · Partial
Flows condition node is rule-based
- Decide node: many typed questions about an item answered in one small-model callLyzr: YesAWS: Not offered
- Rank node: reorders a list by relevance in one callLyzr: YesAWS: Not offered
Lyzr · Yes
Same flow, much lower cost per decision
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
Flows iterator and DoWhile; Step Functions Map
Lyzr · Yes
—
AWS · Partial
JSONata expressions or Lambda code
Lyzr · Yes
—
AWS · Partial
Flows inline code is in preview; Lambda
Lyzr · Yes
—
AWS · Partial
Step Functions HTTP task with EventBridge connections
Lyzr · Yes
—
AWS · Partial
Bedrock Data Automation, called through Lambda
Lyzr · Yes
—
AWS · Partial
InvokeGuardrailChecks API, called through Lambda
Lyzr · Yes
—
AWS · Yes
Step Functions nested workflows
Lyzr · Yes
—
AWS · Partial
Step Functions callback tokens; message, email and screen built by the customer
Lyzr · Yes
Each field can be required on approve, reject or both
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Quick Automate review tasks
Lyzr · Yes
—
AWS · Partial
EventBridge Scheduler and API Gateway, configured separately
- A completed test run converts into a webhook, schedule or file triggerLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Yes
Step Functions standard workflows
Lyzr · Yes
—
AWS · Yes
Step Functions Retry and Catch
Lyzr · Yes
—
AWS · Yes
Step Functions wait states and callbacks
Lyzr · Yes
—
AWS · Partial
Step Functions can stop a run; no pause
Lyzr · Yes
—
AWS · Partial
Step Functions redrive restarts from the failed step only
Lyzr · Yes
—
AWS · Partial
Step Functions execution graph; EventBridge events per execution, not per step
Lyzr · Yes
—
AWS · Partial
X-Ray and CloudWatch, without token cost per step
Lyzr · Yes
—
AWS · Partial
IAM policies per resource
Lyzr · Yes
—
AWS · Partial
EventBridge Scheduler retry policy
Alpha / Architect · vs Apps in Amazon Quick, Kiro (successor to Amazon Q Developer)
Lyzr · Yes
—
AWS · Partial
AgentCore Runtime hosts any framework; the agent is written in code
Lyzr · Yes
—
AWS · Partial
Apps in Amazon Quick builds apps from natural language (preview)
- Voice agents built from plain languageLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Not offered
AgentCore Harness runs an agent defined by hand as configuration
Lyzr · Yes
Proposals come with time-saving estimates
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Kiro writes specs for developers inside an IDE (integrated development environment)
Lyzr · Yes
Model-agnostic
AWS · Partial
Intelligent Prompt Routing works within one model family
Lyzr · Yes
—
AWS · Partial
Kiro cloud sessions, for developers
Lyzr · Yes
No-auth, API key or OAuth
AWS · Partial
Amazon Quick and Kiro connect MCP servers
Lyzr · Yes
Documents are indexed; spreadsheets feed a data-analyst agent
AWS · Partial
Knowledge bases are set up separately in Bedrock
Lyzr · Yes
Import from a design document, repository or stylesheet
AWS · Not offered
—
Lyzr · Yes
Self-correcting quality loop before the user sees the app
AWS · Not offered
—
Lyzr · Yes
—
AWS · Partial
Amazon Quick Flows
Lyzr · Yes
—
AWS · Partial
AgentCore deploys agents written in code, through its command-line tool
Lyzr · Yes
—
AWS · Partial
Amplify hosting, configured by a developer
Lyzr · Yes
Edits made in Studio flow back into the app
AWS · Not offered
No documented link from Quick apps to AgentCore agents
Lyzr · Yes
—
AWS · Partial
Kiro works on repositories for developers
Lyzr · Yes
No lock-in to the builder
AWS · Partial
Kiro output is code; Quick apps export is not documented
- Agents defined as git repositories (GitAgent), portable to other runtimesLyzr: YesAWS: Not offered
- Marketplace to publish, browse and preview appsLyzr: YesAWS: Not offered
Lyzr · Yes
Input, output and cached tokens per agent
AWS · Partial
Amazon Quick meters agent hours per account
Lyzr · Yes
Private VPC (virtual private cloud) or on-prem deployment
AWS · Not offered
Amazon Quick is AWS-managed, in AWS regions
Open CoWork · vs Amazon Quick (successor to Amazon Q Business)
Lyzr · Yes
—
AWS · Yes
Amazon Quick (Amazon Q Business closed to new customers on 31 Jul 2026)
Lyzr · Yes
Includes models the enterprise hosts or fine-tunes
AWS · Partial
Users pick a response mode (fast, balanced, smart), not a model
Lyzr · Yes
Rules set by the admin
AWS · Not offered
No router documented in Amazon Quick
Lyzr · Yes
Admin panel covers models, usage and integrations
AWS · Partial
Account-level administration and agent-hour metering
Lyzr · Yes
—
AWS · Yes
Web, macOS and Windows (desktop app GA Sep 2026)
Lyzr · Yes
—
AWS · Yes
Word, PDF, PowerPoint and Excel output; web apps in preview
Lyzr · Yes
Output follows the company’s brand
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
Quick memory and personal knowledge graph
Lyzr · Yes
—
AWS · Partial
Custom chat agents
Lyzr · Yes
—
AWS · Yes
Quick Index, integrations and MCP connections
Lyzr · Yes
—
AWS · Yes
Teams, SharePoint and Outlook integrations
Lyzr · Yes
Providers can run in parallel
AWS · Partial
Quick Research, with one built-in search
Lyzr · Yes
—
AWS · Yes
Quick web chat runs Python in an isolated sandbox
Lyzr · Yes
Matches requests to registered agents by meaning
AWS · Not offered
—
Lyzr · Yes
—
AWS · Yes
Custom chat agents
Lyzr · Yes
Uses the same release review as other agents
AWS · Not offered
—
Lyzr · Yes
—
AWS · Not offered
$20 to $100 per user per month, plus agent hours on some tiers
Lyzr · Partial
SaaS today; private and Optimus deployments in rollout
AWS · Not offered
AWS-managed, in AWS regions
Lyzr · Partial
Admin panel today; OpenController coverage being connected
AWS · Partial
Agent Registry records are discoverable from Quick, same account and region
OpenFineTuner · vs Bedrock model customization and SageMaker AI
Lyzr · Yes
—
AWS · Partial
Assembled from S3, Bedrock Data Automation, SageMaker AI and Bedrock
Lyzr · Yes
—
AWS · Partial
Managed Knowledge Base syncs these sources for retrieval, not training
Lyzr · Yes
—
AWS · Partial
Bedrock Data Automation extracts; the rest is built by the customer
Lyzr · Yes
—
AWS · Partial
Bedrock distillation generates training data from a teacher model
Lyzr · Yes
—
AWS · Partial
Bedrock distillation
- Deduplication at two gates: documents first, then training pairsLyzr: YesAWS: Not offered
Lyzr · Partial
Through the open-source ShadowLM SDK (beta)
AWS · Partial
Distillation can use invocation logs
Lyzr · Yes
—
AWS · Yes
SageMaker AI serverless customization for 25+ open models
Lyzr · Yes
Twelve methods through the open-source ShadowLM SDK (alpha)
AWS · Yes
SageMaker AI supports LoRA, DPO, SFT, RFT and full fine-tuning
Lyzr · Yes
—
AWS · Partial
Evaluation jobs exist; continuous comparison is built by the customer
Lyzr · Yes
—
AWS · Partial
Model registry approvals; gates and rollback built in pipelines
Lyzr · Yes
Ships only models that pass
AWS · Partial
SageMaker Pipelines, built by the customer
Lyzr · Partial
ShadowLM SDK (alpha)
AWS · Partial
SageMaker AI shadow tests between endpoint variants; no shadowing against a Bedrock model
Lyzr · Partial
QLoRA on Optimus
AWS · Not offered
—
Lyzr · Yes
Single endpoint for agents, with automatic fallback
AWS · Partial
Intelligent Prompt Routing chooses within one model family
Lyzr · Yes
—
AWS · Partial
Custom model import serves the customer’s models on Bedrock
- Routing policy published as a versioned, readable document that goes through approvalLyzr: YesAWS: Not offered
- Every routing decision logged with the candidates, evaluation evidence and priceLyzr: YesAWS: Not offered
Lyzr · Yes
—
AWS · Yes
SageMaker AI endpoints and Bedrock custom model import
Lyzr · Yes
Single tenant, inside the customer perimeter
AWS · Partial
Customer’s AWS account, or AI Factories on premises; no Azure or Google Cloud
Optimus · vs AWS AI Factories and AWS Outposts
Lyzr · Yes
—
AWS · Not offered
AI Factories and Outposts are AWS-owned infrastructure
Lyzr · Yes
—
AWS · Not offered
AI Factories connects to a parent AWS region; air-gapped use is not addressed
Lyzr · Yes
Agent Studio, Architect and OpenController
AWS · Not offered
No AWS source states AgentCore runs on customer premises
Lyzr · Yes
Nemotron, Mistral, GPT-OSS, Gemma and others
AWS · Partial
AI Factories names Bedrock and SageMaker AI
- Inference with no per-token charge on owned hardwareLyzr: YesAWS: Not offered
Lyzr · Yes
Serves up to 50 concurrent users
AWS · Not offered
—
Lyzr · Yes
—
AWS · Not offered
AI Factories needs a prepared data centre; about 3 to 6 months
Lyzr · Roadmap
Configurations being specified
AWS · Partial
AI Factories, at data-centre scale
- Same Lyzr software as in the cloud: Agent Studio, Architect and OpenControllerLyzr: YesAWS: Not offered
Lyzr · Partial
Open CoWork on Optimus is in rollout
AWS · Not offered
—
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How it’s scored, and the AWS sources · 28 documents
AWS status as of 18 October 2026. Generally available counts as yes. Scope-limited, preview, beta or sample code counts as partial. The same rule applies to both columns. Re-check a status before you quote it, especially after AWS re:Invent (30 November to 4 December 2026).
- AgentCore release notes
- AgentCore Runtime versioning and endpoints
- AgentCore A/B testing
- AgentOps with AgentCore (1 Jun 2026)
- AWS Prescriptive Guidance: agent CI/CD
- AgentCore command-line tool
- AgentCore Policy GA (3 Mar 2026)
- AgentCore Evaluations GA (31 Mar 2026)
- AgentCore Optimization and A/B testing (17 Jun 2026)
- AgentCore user simulation
- AWS Agent Registry GA (31 Aug 2026)
- AgentCore Observability for other clouds (13 Aug 2026)
- Bedrock Agents (classic) maintenance mode
- Bedrock Flows node types
- Bedrock Managed Knowledge Base (17 Jun 2026)
- Bedrock Guardrails
- Bedrock Intelligent Prompt Routing
- Bedrock model customization
- SageMaker AI full fine-tuning and LoRA (3 Aug 2026)
- AWS Step Functions
- Amazon Quick
- Amazon Quick pricing
- Amazon Q Business availability change
- Amazon Q Developer end of support
- Kiro enterprise governance
- AWS AI Factories FAQs
- AWS Outposts
- Amazon Nova 2.5 Sonic (5 Oct 2026)
Agent CI/CD ships today. On AWS, each team builds its own.
AWS gives you versions, endpoints and A/B tests. Its own guidance has you assemble the pipeline from CodePipeline, CodeBuild or GitHub Actions.
Version
Environments
Eval gate
Approval
Canary
Rollback
Any cloud
Lyzr
Model, prompt, tools per version
Dev → stage → prod
Golden-set floors, regression
Author can’t self-approve
Built in
One step
Foundry, Vertex, Copilot Studio
AWS
Immutable versions
Endpoints, no promotion record
A GitHub Actions sample
Generic manual approval
Traffic split, no auto rollback
Repoint an endpoint
AWS only
- StageLyzrAWS
Version
Model, prompt, tools per version
Immutable versions
Environments
Dev → stage → prod
Endpoints, no promotion record
Eval gate
Golden-set floors, regression
A GitHub Actions sample
Approval
Author can’t self-approve
Generic manual approval
Canary
Built in
Traffic split, no auto rollback
Rollback
One step
Repoint an endpoint
Any cloud
Foundry, Vertex, Copilot Studio
AWS only
In productionLyzr runs agent CI/CD for PepsiCo.
AWS has not announced a native agent pipeline.
AWS changed direction on three agent products in 2026.
30 Jul 2026
Bedrock Agents (classic)
AgentCore
Maintenance mode. Closed to new customers.
31 Jul 2026
Amazon Q Business
Amazon Quick
Closed to new customers.
30 Apr 2027
Amazon Q Developer IDE plugins
Kiro
End of support. New sign-ups closed since May 2026.
A layer above the cloud keeps your agents, policies, versions and audit history in place when a provider changes its products.
One layer above every cloud you run
AWS keeps the compute. Adding a second cloud later means adding a connection. No agent has to move.
- Employees
- Business teams
- Developers
- IT, risk and finance
Every request
Lyzr · one layer, deployed in your account
Work
Open CoWork
AI workspace for every employee, on any model
Build
Alpha / Architect
Agent Studio
SuperFlow
Builders, agent platform and workflows
Govern
OpenController
Discover, register, release, control, observe, prove
Models
LLM Gateway
OpenFineTuner
Routing, budgets, fine-tuned open models
AWS
- AgentCore
- Bedrock
- Agent Registry
- EKS and ECS
Microsoft Azure
- Foundry
- Copilot Studio
- Agent 365
Google Cloud
- Vertex AI Agent Engine
- Gemini Enterprise
- Agent Registry
Data and SaaS
- Databricks
- Snowflake
- Salesforce · SAP
On-prem
- Lyzr Optimus appliance
- Your data centre
- Air-gapped sites
Agents keep running where they run. Nothing migrates.
What AWS does well
Strong building blocks for agents that live on AWS
Where it stops
Controls apply inside AWS, one account and region at a time
What Lyzr adds
One layer for every cloud and every department
Runs inside your AWS account, on AWS’s own services
Every action Lyzr takes shows up in your own AWS logs.
Lyzr
- Agent Studio
- OpenController
- LLM Gateway
Deploys onfrom Agent Studio
- CloudFormation
- VPC
- ECS Fargate
- DocumentDB
- Aurora
- Redis
- CloudWatch
Runs onfrom OpenController
- EKS
- Secrets Manager
Routes tofrom LLM Gateway
- Bedrock models
Adds budgets, routing and fallback
Deploys agents tofrom Agent Studio
- AgentCore Runtime
The same agent can also go to Vertex AI Agent Engine
Reads and blocksfrom OpenController
- AgentCore
- Agent Registry
- Bedrock
Through a cross-account role you control. A block adds a tagged statement to the AgentCore resource policy
Shows up infrom OpenController
- CloudTrail
The operator of every action appears there
Usesfrom Agent Studio
- AgentCore Memory
- Bedrock Guardrails
Next to Lyzr’s own checks
Connectsfrom Agent Studio
- S3
- Redshift
- Amazon Neptune
Knowledge, data sources and graph stores
Joins spend fromfrom OpenController
- Cost Explorer
With agent traces, licences and other clouds
Stays on AWS
- AgentCore managed runtime
- AgentCore Memory
- Code Interpreter and Browser
- Identity token vault
- Bedrock models
- GuardDuty AI Protection
- Compute, storage and networking
Lyzr adds, across every cloud
- Discovery across clouds
- Governance
- Release gates
- Model routing
- Spend control
- Builders
- Workflows
- Employee workspace
- Fine-tuning
- On-prem hardware
- Buy through AWS Marketplace private offers
- AWS Generative AI Competency Partner
Bring the AWS agent you worry about most
sales@lyzr.com
- 1
Connect
A read-only role in your AWS account
- 2
Find
The agent you worry about most
- 3
Register
Owner, purpose and approval on record
- 4
Govern
Release, control and stop it, next to your agents on other clouds
One working session. The agents stay where they run.