Engagement model
- Traditional automation
- Agency retainer
- Generic chatbot
- SaaS subscription
- Semawork
- FDE partner + operational pilot
Who this is for
- •Marketing, sales, operations, and service teams with repeatable workflows
- •Leaders who tried chatbots or automation and hit integration or quality walls
- •SMBs and mid-market teams across France, Monaco, and Europe
- •Teams that need human review, not fully autonomous black boxes
What a forward-deployed AI systems partner does in practice
01
Map the workflow
We document how work actually moves through your team, tools, and handoffs.
02
Deploy the agent system
We connect agents to your stack and ship a usable first workflow — not a slide deck.
03
Review and approve safely
Humans stay in control for high-impact actions, escalations, and edge cases.
04
Improve from feedback
Every review and edge case feeds back into how the system handles the next request.
Examples of workflows we deploy
- •Lead intake, qualification, and CRM updates with human approval
- •Marketing ops: research, drafts, reporting, and publishing workflows
- •Reception and follow-up for service businesses (Reception OS)
- •Local visibility workflows with publishing and monitoring
- •Custom multi-agent systems mapped to your SOPs
How this differs from an agency or SaaS tool
Illustrative comparison — not an exhaustive industry survey.
Team proximity
- Traditional automation
- External vendor
- Generic chatbot
- None
- Semawork
- Works close to operators
Expected outcome
- Traditional automation
- Marketing deliverables
- Generic chatbot
- FAQ answers
- Semawork
- Measurable operational workflow
Edge cases
- Traditional automation
- Often missed
- Generic chatbot
- Hallucination risk
- Semawork
- Logged, reviewed, and improved
Primary deliverable
- Traditional automation
- Slides and recommendations
- Generic chatbot
- Conversational widget
- Semawork
- System deployed in your tools
Tool integration
- Traditional automation
- Varies
- Generic chatbot
- Often standalone
- Semawork
- Orchestrates your current stack
| Capability | Traditional automation | Generic chatbot | Semawork |
|---|---|---|---|
| Engagement model | Agency retainer | SaaS subscription | FDE partner + operational pilot |
| Team proximity | External vendor | None | Works close to operators |
| Expected outcome | Marketing deliverables | FAQ answers | Measurable operational workflow |
| Edge cases | Often missed | Hallucination risk | Logged, reviewed, and improved |
| Primary deliverable | Slides and recommendations | Conversational widget | System deployed in your tools |
| Tool integration | Varies | Often standalone | Orchestrates your current stack |
Frequently asked questions
Is Semawork an AI agency?
People often find us when searching for an AI agency — but we are a forward-deployed AI systems partner. We deploy operational agent systems in your stack, not generic retainers or disconnected demos.
What is a forward-deployed engineer in business terms?
Someone who works inside your workflows: mapping processes, connecting tools, deploying agents, measuring results, and improving from real feedback — not advising from a distance.
Do you work with marketing teams?
Yes — when the goal is operational systems for campaign ops, content pipelines, reporting, or lead workflows. We focus on measurable workflow leverage, not vanity AI projects.
Where are you based?
Semawork is based in Nice. We serve teams across Côte d'Azur, Monaco, France, and Europe — in person for workshops when feasible, remotely otherwise.