Flows - Automated Workflows
Visual pipelines that connect APIs, databases, and services. Normal nodes run free; only compute-heavy ops (OCR, embeddings) consume credits.
BYOK · MCP ready · Self-host available
Flows for automation. Agents for intelligence. Orchestration for everything in between.
Cestra is the platform where automated workflows and AI agents come together. Build, connect, and orchestrate autonomous work - with full human oversight, zero vendor lock-in, and no LLM markup.
Join the waitlist for early access. No spam, ever.
app.cestra.ai/flows/customer-support/builder
Trigger
Ticket received
Agent - classify
Sentiment analysis
Reply to user
Autoresponse
Trigger
Ticket received
GPT-4o · classify
Sentiment analysis
sentiment
≠ positive = positive
Manager approval
HITL · SLA 2h
Reply to user
Autoresponse
75% of organizations plan to deploy multi-agent systems within 18 months.
Capgemini Research Institute - 2025
40%+ faster parallel execution
100+ integrations across CRM, helpdesk & ChatOps
SOC 2 in progress
GDPR compliant
BYOK (your keys)
MCP-ready
Self-host available
Zero LLM markup
Works with CRM Helpdesk ChatOps Calendar Docs Identity LLM providers Storage
Here's what work looks like when your team stops doing everything manually.
Without Cestra
With Cestra
Repetitive work fills your team's day
Agents handle routine work automatically - always on
Your tools work in silos, handoffs are manual
Flows and agents connect into one coordinated system
AI projects get stuck in proof of concept
Deploy production-ready agents without an engineering team
Growing capacity means hiring
Scale work without scaling headcount
LLM costs are hidden in platform markup
Bring your own keys - zero markup, full control
Without Cestra
Repetitive work fills your team's day
With Cestra
Agents handle routine work automatically - always on
Without Cestra
Your tools work in silos, handoffs are manual
With Cestra
Flows and agents connect into one coordinated system
Without Cestra
AI projects get stuck in proof of concept
With Cestra
Deploy production-ready agents without an engineering team
Without Cestra
Growing capacity means hiring
With Cestra
Scale work without scaling headcount
Without Cestra
LLM costs are hidden in platform markup
With Cestra
Bring your own keys - zero markup, full control
What is Cestra
The infrastructure where agents live, grow, and remember.
Agents - AI Agent Intelligence
Deploy task-specific AI agents that reason, decide, and act. Agents can call Flows as tools, use persistent memory, and be reached through a natural chat interface - no dashboards required.
Orchestration - Multi-Agent Teams
Connect agents into coordinated teams. Assign roles, manage handoffs, run tasks in parallel. The orchestration layer handles context sharing, execution order, and human approval steps - automatically.
One agent is powerful. A team of agents is transformative.
Single agents handle tasks. Multi-agent orchestration handles processes - end-to-end, at scale, without a human managing every step.
When agents work as a coordinated team, each one specializes. One researches, one decides, one acts, one verifies. Cestra's orchestration layer manages handoffs, context sharing, and parallel execution automatically. The result is work that runs faster, fails gracefully, and scales without adding headcount.
handoff →
handoff →
Agent
entry point
Researcher
gathers context
Decider
routes tasks
Actor
runs tools
Verifier
quality check
Agent
entry point
handoff ↓
Researcher
Decider
handoff ↓
Actor
runs tools
handoff ↓
Verifier
quality check
| Single Agent | Multi-Agent (Cestra) | |
|---|---|---|
| Execution | - One task at a time | Parallel - 40%+ faster |
| Context | - Lost between steps | Shared memory across agents |
| Failure handling | - Full stop | Fallback and retry built in |
| Scale | - Limited by one agent | Elastic - add agents, not people |
| Complex processes | - Breaks down | Handled end-to-end |
Build an agent team the way you'd build a human team - each with a role, a skillset, and a clear handoff. Except this team runs 24/7, never forgets context, and scales instantly.
How it works
From idea to running agent in under 10 minutes.
1
Connect
100+ native integrations. APIs, databases, your existing tools.
hubspot - connected
2
Build
Visual builder or API. Start from a template or from scratch.
3
Deploy
One click. Track every execution, cost, and outcome in real time.
Running
4.2k runs/day
4
Scale
Chain agents, set parallel execution, add human approval steps.
Unique features
Not just another automation tool.
Unique to Cestra
Agent Soul & Persistent Memory
Agents remember who they are. Stateful memory means context survives across sessions, restarts, and handoffs. No more re-briefing bots that forget everything.
Unique to Cestra
Chat with Your Agent
Talk to any agent through a natural conversation interface. Ask for status, adjust behavior, intervene mid-flow - no code, no dashboards.
What's the status of the Acme deal?
I checked the CRM. Last contact 3 days ago, proposal sent Monday. Want me to draft a follow-up?
Called
search_crm
Unique to Cestra
Parallel Orchestration
40%+ faster execution compared to sequential workflow tools. Run multiple agents simultaneously. Built for real workloads, not demos.
Human-in-the-Loop by Design
Approval checkpoints, escalation paths, and audit trails - baked in, not bolted on. Control exactly where humans stay in the loop.
[10:22:14] agent.start Researcher
[10:22:16] tool.call hubspot.search(query=...)
[10:22:17] policy.check pii_scan passed
[10:22:19] approval.request Manager - waiting
[10:22:42] approval.granted by you
[10:22:43] agent.handoff -> Actor
Unique to Cestra
BYOK & Model-Agnostic
OpenAI, Anthropic, Mistral, or any LLM. Zero markup. Your stack, your cost.
Self-Evolving Agents
Agents that improve from experience. Cestra tracks outcomes and surfaces optimization opportunities over time.
Pricing
Fair pricing.
Most popular
Pro
$29 / user / month
Team collab. Parallel orchestration. Priority support.
How we compare
| Step-based tools | Agent platforms | Cestra | |
|---|---|---|---|
| What you pay for | Every node, step & operation | Per seat or opaque credits | Compute-heavy ops only |
| Failed runs | Charged | Charged | Free |
| LLM costs | Platform markup | Platform markup | Your key, your cost |
| More nodes = more cost? | Yes | Sometimes | Never |
Step-based tools
- What you pay for
- Every node, step & operation
- Failed runs
- Charged
- LLM costs
- Platform markup
- More nodes = more cost?
- Yes
Agent platforms
- What you pay for
- Per seat or opaque credits
- Failed runs
- Charged
- LLM costs
- Platform markup
- More nodes = more cost?
- Sometimes
Cestra
- What you pay for
- Compute-heavy ops only
- Failed runs
- Free
- LLM costs
- Your key, your cost
- More nodes = more cost?
- Never
Normal nodes run free. Credits only apply to heavy compute - document processing, OCR, embeddings. That's it.
See full pricingBy function
How teams across functions actually use Cestra.
Cestra adapts to where work actually happens - not just the tools in your stack, but the specific workflows your team runs every day.
Sales & Revenue
Qualify leads, enrich CRM data, personalize outreach at scale, automate follow-up sequences. Your agents work the pipeline while your team closes deals.
Agents
Lead Researcher ICP Scorer CRM Updater Outreach Sequencer
Customer Support
Triage tickets, auto-resolve L1 issues, escalate with full context, log for compliance. Up to 80% of common incidents resolved autonomously.
Agents
Ticket Classifier Resolution Agent Escalation Manager CSAT Logger
Operations & Finance
Process invoices, reconcile payments, monitor suppliers, handle exceptions - 24/7, without adding headcount.
Agents
Document Processor Exception Handler Approval Router Audit Logger
HR & IT
Onboard employees, provision access, respond to helpdesk tickets, process documents in parallel.
Agents
Provisioner Comms Agent Scheduler Progress Tracker
Marketing & Growth
Research competitors, generate briefs, schedule content, analyze campaign performance automatically.
Agents
Research Agent Brief Writer Scheduler Performance Analyst
Legal & Compliance
Extract contract clauses, flag risk, process GDPR requests, route for human review - every action logged.
Agents
Clause Extractor Risk Flagger Compliance Router Audit Logger
By industry
Fits the workflows your industry actually runs.
Tech / SaaS
Automate support escalation, incident triage, and internal knowledge - keep engineers focused on product.
Example flow
Bug report Classifier Priority scorer Assign Slack notify Jira
E-commerce & Retail
Handle returns, track orders, update inventory, personalize promotions - across every channel without scaling ops.
Example flow
Return request Verify eligibility Process refund Update inventory Notify customer ERP
Logistics & Supply Chain
Monitor shipments, detect exceptions, reroute orders, and coordinate suppliers in real time with full audit trail.
Example flow
Delay detected Impact analyzer Rerouting agent Supplier notifier Customer comms Dashboard
Professional Services
Automate proposals, contract review, onboarding, and billing - without losing the human judgment that matters.
Example flow
New client Doc processor Clause extractor Risk flagger Partner review (HITL) CRM
Fintech & Finance
Process invoices, flag anomalies, generate reports, and handle compliance - every action logged and auditable.
Example flow
Invoice received OCR extraction Match to PO Anomaly check Auto-approve / review ERP entry
Join the waitlist
Don't see your industry?
Join our waitlist and tell us about your use case. We'll reach out to map your process.
Trigger
New hire
Provisioner
LLM · plan access
Slack
channels + DM
JIRA
board + sprint
Gmail
welcome email
HRIS
record + payroll
Manager
HITL approve
Done
Trigger
New hire
Provisioner
LLM · plan access
Slack
JIRA
Gmail
HRIS
Manager
HITL approve
Done
Spotlight
Employee Onboarding
The problem: Onboarding a new employee touches 8 different systems. Every step waits for the previous human to complete their part.
With Cestra:
~7 min
End-to-end onboarding (vs 2 days manual)
- Full onboarding runs in parallel, not sequentially
- No manual chasing between departments
- Every step logged with timestamp
Ticket
Classifier
LLM · intent
complexity
L1L2
Auto-resolve
L1 · instant
Human agent
L2 · routed
CSAT logger
compliance
Ticket
Classifier
LLM · intent
complexity
L1L2
Auto-resolve
L1
Human agent
L2
CSAT logger
compliance
Spotlight
Customer Support Automation
The problem: L1 tickets flood your team. 70% are the same 20 questions - but they still consume the same time as complex issues. Meanwhile SLA timers tick.
With Cestra:
80%
L1 tickets resolved without human touch
- Resolution in minutes, not hours
- Every action logged for compliance
- Human agents only handle what actually needs them
Your AI workforce is waiting.
Join the waitlist for early access. No credit card, no setup fees, no vendor lock-in.
Backed by 100+ integrations. Zero vendor lock-in.
BYOK MCP Ready SOC 2 in progress Self-host available GDPR