Solutions / Team

The platform that runs every developer workflow.

Flow/logic decoupling, long-running state, API composition, human-in-the-loop, and full execution traceability, all running reliably on Unmeshed, connected to the services your team already runs.

Free tier, no credit cardSelf-host or cloudSOC-ready

1 hr

To go live with your first workflow

10x

More throughput per dollar of infra

200+

Integrations ready to plug in

Powering developer teams at leading organisations

American ExpressJPMorgan ChaseAtlassianUWMCoupangGE HealthCareDTDLT LogoClariAmerican ExpressJPMorgan ChaseAtlassianUWMCoupangGE HealthCareDTDLT LogoClari

Run the developer stack you already have. Better.

Unmeshed sits between your existing services and runs the workflows between them: orchestration, state, retries, human checkpoints, and observability.

Flow / Logic Decoupling

Keep orchestration flow in workflows and keep business rules in services or worker code. Change sequencing without redeploying every dependency.

Learn more about Flow / Logic Decoupling
Receive trigger event
# REST | webhook | queue
Validate required input
# validate_input
Route to service workers
# worker_dispatch
Trigger downstream actions
# trigger_updates
Dispatch execution events
# send_telemetry

AI Cost Efficiency

Run AI inside your workflows. Not around them.

Configure token limits per AI step. Every workflow execution respects those settings. No runaway LLM spend, no black-box usage.

Uncontrolled AI Execution

Every request goes to the model.

  • AI calls for routing, parsing, validating, all of it
  • No limits per step or per workflow
  • Spend grows with usage, not with value
  • "Usage is up" is the only signal you get
Uncontrolled

With Unmeshed

Models only where they add value.

  • Token limit configured per AI step
  • Workflow executions respect those settings
  • Deterministic steps handle what doesn't need AI
  • AI runs inside your workflow, not outside it
Governed Execution

Token Limits Per Step

Configure limits at the step level.

Set a max token budget on any AI/LLM step. Executions enforce the limit. No overruns, no surprises.

ai_step(
  model: "gpt-4o",
  max_tokens: 512,
  prompt: classify_prompt
)

Executions Respect Settings

What you configure is what runs.

Every workflow execution picks up your token configuration. No step runs outside the bounds you set.

classify_intent512 / 512
summarize_input310 / 1,024
generate_response2,048 / 2,048

AI Inside The Workflow

AI runs inside your workflow, not around it.

Use deterministic steps for routing, parsing, and validation. Call AI only where it changes the outcome.

validate_schemadeterministic
classify_intentAI step
route_by_rulesdeterministic
generate_responseAI step

Skip the blank canvas.

Pre-built developer workflow templates that drop straight into your stack fork one, point it at your services, ship it.

+2
Finance

Smart Expense Approval

Approve routine expenses instantly with rules, use Claude only to read messy submissions, and send the rest to a human.

+3
DevOps

Website & API Uptime Monitor

Check that a site or API is up on a schedule, and get a Slack alert the moment it goes down, slows, or comes back.

+1
Engineering

Import Data from PostgreSQL into Google Sheets

Pull rows from a PostgreSQL table and drop them straight into a Google Sheet on a schedule.

+1
Marketing

SaaS Trial Onboarding

Five emails over fourteen days, with an upgrade check before every send.

Why Unmeshed for Developers

The orchestration engine your developer stack has been missing.

Built by the team behind Netflix Conductor, rebuilt for modern engineering teams, AI workloads, and the operational workflows production systems actually run on.

From signup to live workflow in under an hour

Self-host or run on Unmeshed cloud. Given VM or k8s access, a full on-prem deployment lands in ~60 minutes.

More throughput on less compute

Run high-volume developer workloads at a fraction of the infra cost of legacy orchestrators like Conductor.

One instance, every team

Services, business units, or product lines share one Unmeshed instance. Data is logically isolated; permissions follow namespaces.

Expose anything as a webhook or API

Turn any workflow into a webhook or REST endpoint. Import Postman or OpenAPI specs directly with API Collections.

Decision tables for routing logic

Policy, routing, retry eligibility logic: handle it with in-house decision tables. No third-party engine required.

Scheduling and state, handled

Calendar/cron scheduling, key-value and SQLite stores, and a managed file browser for passing data between workflows.

Integrations

Connected to every layer of your stack.

From APIs to queues to AI providers: 200+ native integrations, plus any HTTP, GraphQL, MCP, or OpenAPI/Postman spec you bring in.

APIs & Protocols

REST, GraphQL, gRPC, WebSocket, OpenAPI / Postman

Message Queues

Kafka, SQS, RabbitMQ, Google Pub/Sub, NATS

Databases & Storage

Postgres, MySQL, Redis, S3, BigQuery, Snowflake

AI Providers

OpenAI, Claude, Gemini, Bedrock, Mistral, MCP

Observability

Datadog, OpenTelemetry, PagerDuty, Grafana

Slack
GitHub
Jira
PagerDuty
CloudWatch
SQS
Redis
Postgres
OpenAI
Claude
Gemini
Bedrock
MCP
DynamoDB
BigQuery
Mistral
Lambda
GraphQL
Ollama
+100
more

New integrations shipped every week

FAQ

Frequently asked questions.

Still have questions? Talk to us

Build your developer workflows on Unmeshed.

Free tier, no credit card, 60-minute deploy. Start with one workflow, scale to full production orchestration when you're ready.