LangOptima Academy runs hands-on workshops on enterprise AI, knowledge graphs, and language technology, plus a second set of sessions on growth, leadership, operations, and publishing. Every session is built around your team and its goals, not a fixed syllabus.
How it works
The topics below are a starting point, not a catalog. Most sessions are shaped in a short conversation first, so the examples, exercises, and depth match the room. If a subject you have in mind is not listed, tell us; if two of them belong together, we can combine them.
A short call or a written brief: who is in the room, what they already know, and what you want them to be able to do afterward.
We propose a format, an outline, and worked examples drawn from your domain, then adjust it with you before a date is set.
We run the workshop remotely or on-site and hand over the slides, exercises, and a short summary so the team can carry it forward.
Workshop topics
Pick one, combine a few, or send us a topic of your own. Each session can run at an introductory level for a mixed audience or go deep for a technical team.
The first two tracks are LangOptima's core work. The rest draws on our operating career, from growth and publishing to events and venue floors.
What today's AI can and cannot do inside an organization: where it adds value, where it hallucinates, and why grounding it in your own data changes the result.
A plain-English introduction to knowledge graphs: what they are, how an ontology gives data meaning, and where a knowledge graph helps compared with a traditional database.
AI projects often stall on the data, not the model. How to audit what you have, spot the gaps early, and prepare a data landscape an AI initiative can run on.
Scoping an AI or data pilot so it can reach production: setting success criteria up front, choosing a first use case, and avoiding the traps that keep pilots as pilots.
Where machine translation works, where it breaks in technical and regulated domains, and how knowledge-grounded translation keeps meaning intact across languages.
Connecting the tools you already have (CMS, CRM, translation, and AI) into one orchestrated flow, with human-in-the-loop checkpoints where quality matters.
Running language and content operations as one connected system rather than disconnected steps, so quality holds as volume grows.
Keeping AI-assisted content and translation auditable in regulated domains: where the risks sit, and how a knowledge layer helps you check outputs against the rules that apply.
How marketing, sales, product, and retention connect as one motion rather than four silos, and the small number of measures that tell you whether it's working.
What product-market fit really means, why retention is a stronger signal than early growth, and the survey and cohort methods teams use to tell whether they have it yet. Where the common measures help, and where they mislead.
What a brand is beyond a logo: the positioning, the distinctive assets, and the reasons a buyer remembers and chooses you. How a small team builds a brand that compounds over time rather than resetting it with every campaign.
Leading technical and growth teams through ambiguity: setting a cadence, making decisions with incomplete information, and keeping standards steady when things go well.
Presenting technical ideas to a non-technical room. How to structure a talk, hold attention, and translate detail into the outcome your audience cares about.
Two ways organizations improve: kaizen, the habit of small daily improvements, and kaikaku, the deliberate step-change when a process needs rethinking. Toyota Kata turns improvement into a practiced routine of target conditions and small experiments.
Why change tends to stall on people rather than plans, and the frameworks that help it stick: Kotter for momentum, ADKAR for individuals, Lewin for smaller shifts. How to pick and combine them for the change in front of you.
How to set up a mentoring relationship that helps early-career people grow and does real work for the team. Clear goals, useful one-on-ones, feedback that lands, and the difference between mentoring, managing, and sponsoring.
How to recruit, coordinate, and keep volunteers who give their time for reasons a paycheck cannot buy. What tends to motivate a volunteer team, how to give clear roles and real recognition, and how to hold standards when you have no formal authority over the people doing the work.
How to lead and collaborate with a team spread across countries, cultures, and time zones. Where communication tends to break down across distance and culture, how to run handoffs and meetings that respect time zones, and how to build trust when most of the work is remote and written.
A practical look at the durable principles behind sustained personal effectiveness: setting the right goal, preparing for it, bringing the drive and energy to sustain it, staying resourceful when the plan meets reality, and the perseverance to finish. Timeless ideas, made concrete and put to work on a goal that matters to you.
How to plan and run an event or conference that earns its cost: the logistics and the run of show, but also the goal it serves and the follow-up that turns a room of conversations into outcomes. Most of the return comes from the follow-up, and most of the waste from skipping it.
How front-of-house teams shape the guest experience in a theater or a hospitality venue: the welcome, the service standards, the safety basics, and handling a complaint before it turns into a bad review. From the floor to the duty managers who run the shift.
How a magazine actually comes together, in print or digital: the editorial calendar, commissioning writers, the roles that keep an issue on schedule, the handoffs from pitch to published piece, and the moments a schedule tends to slip.
Turning a stream of ideas into published work without the bottlenecks: the stages from brief to draft to edit to design to sign-off, the roles at each step, and the review gates that protect quality. How to see where work stalls and fix the flow.
Getting files ready so they print right the first time: CMYK color, bleed and trim, image resolution, and print-ready PDFs (the PDF/X standards), with a preflight check before anything goes to press. The small errors that cause reprints, and how to catch them.
Get in touch
Book a short call and we'll talk it through, or send a brief and we'll come back with a proposed outline. Either way, you speak with Edwin Trebels directly.
Prefer email? Write to edwin.trebels@langoptima.com from your own mail client.
