Stop being assisted by AI. Start delegating to it.

jimble turns AI from a copilot into a coworker. Chain agents across 100+ models into workflows that fire on real events — a Linear ticket, a Discord message, a 2 AM alert — while you keep costs and code firmly under control. Nobody's online, the workflow runs anyway

Human-in-the-loop, optional Runs 24/7 on events Bring your own cluster
app.jimble.dev/projects/tosumeet-ai
jimble — AI Workflows for the tosumeet-ai project: auto-dev, Discord bot and Ask a question pipelines
AI adoption, accelerated — at teams like
The shift

From a tool you prompt to a coworker you trust.

Most teams still operate their AI by hand — one prompt at a time. jimble flips the model: you describe the job once, and agents run it whenever the event happens.

Assisted

You drive. AI suggests.

A human has to be at the keyboard for anything to happen.

  • One prompt, one answer, then it forgets
  • Nothing moves at 2 AM
  • One model, one price, no comparison
Delegated

Events drive. Agents deliver.

You set the workflow once; jimble runs it whenever the trigger fires — with humans in the loop only where it matters.

  • Multi-step workflows that remember context
  • Fires at 2 AM in a slump or 2 PM in a rush
  • Right model per step, lowest cost per result
Why jimble

Compose. Delegate. Control the bill.

Three things make AI safe to hand real work to — and jimble is built around all three.

Compose workflows

Chain multiple agents across 100+ models into one reliable pipeline. Add human approval gates wherever judgment is required.

Delegate on events

Trigger workflows from Discord, Linear, Jira and more. Work happens the moment an event lands — day, night, weekend, rush.

Control the bill

See exactly what every workflow costs per run, and get nudged toward a cheaper model whenever it can do the same job at the same quality.

Multi-agent workflows

Chain agents and models into one pipeline.

Compose steps from a typed library and route each one to the model that's best for the job — a fast cheap model to classify, a frontier model to write the fix.

  • Mix models step-by-step — speed where it's cheap, power where it counts
  • Human-in-the-loop gates — approvals, edits, escalations
  • Replay any run with the exact same models & prompt versions
flow.triage-bug on linear.issue.created running
Classify & deduplicate
claude-haiku fast & cheap
1.2s
Reproduce & locate root cause
gpt-4o-mini + repo context
9.4s
3
Draft the patch
claude-sonnet frontier quality
6.1s…
5
Open PR & comment on ticket
github + linear
queued
Cost mastery

Know what every run costs. Pay less for the same result.

jimble tracks spend down to the step and the model. It continuously asks the question your finance team will: can a cheaper model do this just as well? — and shows you the swap before you ship it.

  • Per-workflow, per-step, per-model cost breakdowns
  • Automatic "cheaper-at-equal-quality" suggestions
  • Budgets and alerts per project, before the invoice lands
Cost per run · triage-bug last 30 days
classify$0.0002
root-cause$0.0031
draft patch$0.0110
open PR$0.0000
Swap “root-cause” → gemini-flash
Same eval score on your last 200 runs
−71%

One workspace. 100+ models.

Every major provider, behind a single API and a single bill. Each model has its specialty and its price — jimble helps you pick the right one per step.

112 models available
Claude Sonnet
$3 · frontier
Claude Haiku
$0.25 · fast
GPT-4o
$2.50 · general
GPT-4o-mini
$0.15 · cheap
Gemini Flash
$0.07 · fast
Gemini Pro
$1.25 · long ctx
Llama 3.1 70B
$0.40 · open
Mistral Large
$2 · EU-hosted
Command R+
$2.50 · RAG
o3-mini
$1.10 · reasoning
Llama 3.1 8B
$0.05 · tiny
+100 more →
Event-driven · integrations

Workflows that fire the moment something happens.

Connect the tools your team already lives in. jimble watches for events — a new Discord message, a Linear status change, a Jira issue — and kicks off the right workflow automatically, then posts results back where the conversation started.

  • Triggers from Discord, Linear, Jira, GitHub & webhooks
  • Runs around the clock — no one has to be awake
  • Results posted straight back to the source thread
02:14
Nobody's online.
The workflow runs anyway.
Discord · #support
"prod is throwing 500s"
incident-triage
Linear · issue created
ENG-1429 · bug
triage-bug
Jira · status → In Review
PROJ-882
review-pr
connected
Discord
Trigger from messages, stream agent replies into threads
connected
Linear
Fire on issue events, sync run status back to tickets
connected
Jira
Transitions trigger workflows, results sync back automatically
connected
GitHub
PR & push triggers, inline review comments, status checks
available
Slack
Run summaries, agent threads, /jimble slash commands
available
GitLab
Self-hosted & SaaS — MRs, pipelines and reviews
available
Sentry
Turn an error into a workflow that proposes a fix
Build your own
Any event via REST + webhooks, ~30 lines of TS
The builder

Compose it visually. No YAML, no CLI.

Drag agents onto a timeline, give each one a runtime, a provider and a model, and write its instructions in plain language. Reference any earlier step's output with a token like STEP_2.output.

notion-feature-flow
3 agents · 2 providers Saved
Trigger
Notion · ticket requested
Notion on.ticket.created
01
Agent · #01
Plan
Claude Code — JDK Anthropic claude-opus-4-7
Draft a plan for the implementation of the following Notion ticket requested by the user: TRIGGER.payload
02
Agent · #02
Implementation
Claude Code — JDK Anthropic claude-sonnet-4
Implement the following plan: STEP_2.output
03
Agent · #03
Documentation
Open Hands — JDK OpenRouter minimax/minimax-m2
Adjust the Notion documentation of the app — the following development is done: STEP_3.output. Find the right doc to update and make sure information isn't duplicated.
Enterprise privacy · optional

Need code to stay in-house? Run on your own cluster.

For teams with strict confidentiality requirements, jimble can schedule workflows onto your own Kubernetes cluster. A few clicks to configure it, and your jobs run on your infrastructure — jimble only orchestrates. Your code and data never leave your network.

  • Connect your k8s cluster in a few clicks
  • We schedule, you execute — code stays on your side
  • Fully managed runtime stays the default if you'd rather not
your k8s prod-cluster
pod-01job
pod-02job
pod-03job
pod-04gpu
jimble schedules · your cluster runs
Pricing

Simple plans that scale with your team.

Start free, upgrade when you need more runway, and bring jimble in-house when you're ready. Connect your own provider keys and pay each model directly — we only charge for the orchestration platform.

Free
Free
Everything you need to get started.
  • Up to 3 workflows
  • 10 executions per month
  • Community support
Get started free
Enterprise
Custom
Tailored to your team — let's talk.
  • Unlimited workflows
  • Unlimited executions
  • Dedicated support and SLA
  • On-premise option available
Contact us

Stop prompting. Start delegating.

Wire up your first event-driven workflow in minutes. No credit card. Bring your own provider keys.