Fixed-scope engagements to scope, build and deploy AI systems that take operational work off your team’s plate. Not consulting. Not slides. Production workflows running inside your business, documented, with your team trained to own them.
There’s a gap between “we should use AI for that” and a running system that actually does. Bridging it usually means a six-month consulting project, an in-house engineer you can’t hire, or an off-the-shelf tool that doesn’t quite fit. AI Workflow Build is the third option: a senior operator who designs, ships, and hands back an AI workflow tailored to your business, in weeks not quarters.
Each pattern flexes to your business. The architecture stays consistent; the data sources, business logic and tone are yours.
Daily or weekly agents that scan multiple sources, reason against your business criteria, and surface a curated shortlist with explanations. Investor tracking, competitor monitoring, market signal detection, talent scouting.
Listening → generation → publishing → reporting. The agent ingests signals, drafts post copy and titles, generates on-brand imagery, schedules and publishes, then returns a weekly performance report.
The repetitive work your team shouldn’t still be doing manually. Inbound triage and routing, content categorisation and tagging, document extraction, lead enrichment, supplier-data cleanup.
Replaces the Sunday-night report. Pulls from your systems, generates plain-language analysis, surfaces what changed and why it matters, and lands in your inbox before Monday standup.
Both are deployed inside Le Collectif — my own venture in the hospitality space. The same architecture is what I build for clients.
Tracking active investors in a specific sector is a manual research task — scanning news, deal databases, funding announcements, fund websites and LinkedIn for signals. Done well, it takes hours per week. Done poorly, you miss live opportunities. Done not at all, you’re reactive.
Every morning the agent surfaces three active investors, each with a reasoned explanation of why they fit the venture’s thesis. Not a database export — a reasoned shortlist that compounds pipeline visibility over time and never has an off day.
Agentic LLM architecture combined with proprietary scoring tuned to the venture’s thesis. Specifics of the data sources, scoring model and prompt design stay inside the engagement.
Full architecture, stack and methodology shared in scoping under NDA.
Maintaining a meaningful social presence used to require a full-time social media manager or a paid agency. Both are expensive, and neither stays close enough to the business to spot the moments worth posting about.
An always-on social rhythm that replaces a significant chunk of what a full-time social media manager does — without losing strategic intent. Listens, drafts, generates visuals, publishes, reports. The human stays in the loop for high-stakes posts and brand-defining moments; the agent runs the always-on cadence where they don’t need to be.
End-to-end pipeline from social signal to published content to weekly performance report. Built so the team retains creative control where it matters and the agent handles the rhythm where it doesn’t. Specifics of the architecture, tooling and prompt design stay inside the engagement.
Full architecture, stack and prompt design shared in scoping under NDA.
Every build runs the same arc, scaled to scope. The goal is a system your team owns — not a system that depends on me.
Define the workflow. Map the data sources, the decision logic, the output. Agree on what counts as “done.”
Choose the stack. Design the agent’s reasoning steps and tool calls. Wire integrations. Confirm the build plan with you.
Iterate. Build the agent, refine its prompts and tools, test against real data, tune until output quality is reliable.
Deploy. Document. Train your team to maintain and extend. Leave behind a system that runs without me.
30-minute exploratory call. Tell me the operational workflow you’re thinking about. I’ll tell you honestly whether it’s worth building, what it would take, and whether I’m the right person to build it.
Start a conversation → Email me