FlipFactory Product

FlipManager —
Observable Process Manager
for AI Agent Teams

Define pipelines in YAML. Plug in your agents as HTTP endpoints. Get retry, observability, quality gates, and human-in-loop approval out of the box.

Agent-agnostic. Works with Python, TypeScript, Go, n8n, managed agent platforms — any HTTP endpoint. Proven in production: 1,700+ SKUs processed, 480+ tests, 6 live pipelines across 4 industries.

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1,700+

Products processed

E-commerce catalog pipeline

480+

Tests passing

Orchestration core

95%

Accuracy gate

Document processing pipeline

Production pipelines

Audit, voice agent, e-commerce, outreach, research, accounting

The Problem Every AI Team Has

Every new client project means rewriting the same plumbing from scratch.

✕Retry logic rewritten for every pipeline

✕No observability until the client calls with a complaint

✕AI outputs go to production without quality gates

✕Human approval is a Slack message that gets lost

✕When a pipeline breaks at 3 AM — you find out from the client

✕Prompt versioning is a commented-out string in the code

How FlipManager Works

Three steps to an observable, self-healing pipeline.

Describe in YAML

Define pipeline steps, dependencies, parallel/sequential execution. Agents don't know they're in a pipeline.

pipeline:
  steps:
    - name: research
      agent: http://research:8001
    - name: write
      agent: http://writer:8002
      retry: { max: 3 }

Plug in Your Agents

Any HTTP endpoint works — Python, TypeScript, n8n webhook, managed-agent session, or custom SDK.

agents:
  - name: research
    url: https://my-agent.com/run
    auth: bearer ${AGENT_TOKEN}
    timeout: 30s

Get Observability

Retry, metrics, quality gates, webhook alerts, and human approval — all out of the box.

quality_gate:
  min_score: 0.85
  on_fail: notify_human
approval:
  channel: telegram
  timeout: 24h

Built-In Production Features

Everything you were going to build yourself — already done.

Retry + Jitter

Configurable retry policies with exponential backoff. Never lose a pipeline run to a transient error.

Observability

Per-step metrics, error rates, duration histograms. Know exactly where your pipeline slows down.

Quality Gates

Define pass/fail criteria per step. Block bad AI output before it reaches production.

Human-in-Loop

Approval workflow for high-risk steps. Telegram/Slack notifications with ✅/❌ buttons.

YAML-First

Agents don't know they're in a pipeline. Describe flow in YAML, point to HTTP endpoints.

Agent-Agnostic

Python, TypeScript, Go, n8n, managed-agent platforms — any HTTP endpoint works.

Who Uses FlipManager

AI Agencies

Stop rewriting retry and observability for every client pipeline. Define once in YAML, reuse across projects.

Enterprise AI Teams

Run bulk AI processing (content, data migration, document classification) with quality gates and human-in-loop approval.

SAP / ERP Migrations

Orchestrate multi-agent quality checks across 290+ document types with 95%+ accuracy gates before data hits production.

Managed-agent platforms

FlipManager is complementary to third-party managed agent runtimes — adds orchestration logic (pipelines, retry, quality gates) on top of compute infrastructure.

Built by Practitioners

FlipManager isn't a framework built in isolation. It's extracted from production pipelines we run daily.

1,700+ SKUs

E-commerce content pipeline

1,700+ SKUs across 21 brands. 480+ tests. Autonomous multi-agent content generation with per-brand voice and quality gates.

95% accuracy

Document processing pipeline

290+ document types. Multi-agent quality gates with human-in-loop approval. Audit trail per decision.

24/7 uptime

Voice agent orchestration

Real-time STT → intent → response → TTS pipeline for US SMB call handling. 24/7 uptime, observable per call.

Transparent Pricing

Start free. Scale as your pipelines grow.

Developer

$149/month

1 pipeline · 10,000 runs/mo · 30-day log retention · solo account

YAML pipeline editor
HTTP agent registry
Retry + jitter logic
Webhook alerts
Community Telegram support

Start 14-day trial

Ready to Stop Reinventing the Wheel?

Start free. Or talk to us if you need Enterprise self-hosting or a custom integration.

Start Free on GitHub Enterprise Demo →

Questions? @flipfactory_ua on Telegram.

FlipManager —Observable Process Managerfor AI Agent Teams

The Problem Every AI Team Has

How FlipManager Works

Describe in YAML

Plug in Your Agents

Get Observability

Built-In Production Features

Retry + Jitter

Observability

Quality Gates

Human-in-Loop

YAML-First

Agent-Agnostic

Who Uses FlipManager

AI Agencies

Enterprise AI Teams

SAP / ERP Migrations

Managed-agent platforms

Built by Practitioners

E-commerce content pipeline

Document processing pipeline

Voice agent orchestration

Transparent Pricing

Ready to Stop Reinventing the Wheel?

FlipManager —
Observable Process Manager
for AI Agent Teams