Your company’s operational datais a business asset.

Lettus AI sources and prepares company-owned operational data — workflows, documents, field video, audio, and images — for potential partnerships with frontier AI labs.

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Real business operations that help train frontier AI

Operational data captures how businesses actually operate — in documents and systems, and in the video, audio, and images recorded where the work happens. These assets help frontier AI models learn how companies work in practice.

01

Operational documentation

SOPs, knowledge bases, internal documentation, CRM data, project histories, and QA processes

02

Decision-making patterns

How teams evaluate information and make operational decisions

03

AI performance feedback

Human feedback on AI outputs in real business environments to improve model performance

Data we work with

Company-owned material across documents, structured records, and media captured where the work happens. Original material is sourced into a controlled environment; what a partnership licenses is the processed dataset prepared from it.

Workflow & process records

SOPs, playbooks, tickets, project history

The repeatable steps, handoffs, and exceptions that show how work actually moves through a company.

Operational documents

Docs, slides, sheets, PDFs, email threads

Written material produced in the course of business, carried over with the authorship and timestamps that give it context.

Field & on-site video

Task capture, walkthroughs, inspections

Recorded in real working environments, where physical steps and judgement calls are visible rather than described after the fact.

Real-world audio

Calls, dispatch, shop-floor and field recordings

Spoken work as it happens, including the interruptions, corrections, and background conditions of a live environment.

Images & visual records

Photos, scans, diagrams, annotated captures

Visual records of equipment, sites, documents, and conditions, paired with what the company recorded about them.

Expert feedback & review

Corrections, QA judgements, expert annotation

Qualified people assessing outputs and decisions, recorded alongside the work the assessment refers to.

Egocentric video, captured where the work happens

First-person and multi-view footage of skilled people doing real jobs, annotated to a lab’s specification and prepared as a training-ready dataset. Scope, rights, and consent are agreed with the contributing company before any filming begins.

01

Egocentric capture

First-person footage from head-mounted cameras worn by skilled workers during their actual jobs. Hands, tools, and objects stay in frame, at the viewpoint a manipulation model learns from.

02

Synchronised multi-view

Fixed cameras around the workstation record the same task from the outside, time-synced with the egocentric stream for pose, reconstruction, and action understanding.

03

Annotation to specification

Task and sub-task segmentation, natural-language descriptions, success and failure labels, and hand and object tracking, delivered in the schema the lab trains on.

107 task types across 18 sectors

The work we scope collections against. Collection is commissioned per engagement rather than drawn from a standing library, so tell us which task your model is failing on and we will work out what capturing it involves.

Agriculture & landscaping

  • Livestock feeding
  • Pen and enclosure cleaning
  • Crop harvesting and sorting
  • Planting and transplanting
  • Irrigation install and repair
  • Greenhouse and nursery work
  • Grounds maintenance and mowing
  • Hedge and brush clearing
  • Spraying and crop treatment

Automotive service

  • Oil and fluid changes
  • Tyre fitting and balancing
  • Brake and suspension work
  • Vehicle diagnostics and repair
  • Interior valeting
  • Exterior wash and detailing
  • Motorcycle servicing

Woodwork & cabinetmaking

  • Panel cutting and sizing
  • Sanding and surface prep
  • Staining, sealing and finishing
  • Cabinet and carcass assembly
  • Hinge and hardware fitting
  • Crate and pallet construction

Ceramics & craft production

  • Mould making and refinement
  • Slip casting
  • Trimming and fettling
  • Glaze application
  • Decorative hand painting

Commercial cleaning

  • Floor sweeping and mopping
  • Hard floor stripping and sealing
  • Washroom cleaning and restocking
  • Carpet and upholstery deep cleaning
  • Glass and window cleaning
  • Common area servicing
  • Commercial laundry operation

Construction

  • Blockwork and masonry
  • Drywall hanging and taping
  • Plastering and rendering
  • Tiling
  • Roofing and waterproofing
  • Site clearance and waste handling

Electronics & device repair

  • Device teardown and reassembly
  • Board-level diagnosis
  • Soldering and rework
  • Screen and battery replacement
  • Cable and connector repair
  • Bench testing and calibration

Events & venues

  • Stage build and strike
  • Lighting and AV rigging
  • Cable running and management
  • Venue reset and turnaround

Food & beverage production

  • Line operation and changeover
  • Weighing and batching
  • Filling, sealing and packing
  • In-line quality inspection
  • Labelling and date coding
  • Equipment washdown and sanitation

Hospitality & lodging

  • Guest room turnover
  • Bathroom deep cleaning
  • Linen handling and laundry
  • Luggage handling
  • Pool and leisure area upkeep

Logistics & warehousing

  • Inbound receiving and unloading
  • Put-away and replenishment
  • Order picking
  • Packing and palletising
  • Outbound loading
  • Cycle counting and stock checks
  • Sort-line handling

Manufacturing & fabrication

  • Production line assembly
  • Machine tending and changeover
  • Welding and joining
  • Sheet metal forming
  • Deburring and finishing
  • Dimensional inspection

Plumbing, HVAC & electrical

  • Pipe cutting, fitting and joining
  • Sanitaryware installation
  • Leak diagnosis and repair
  • Water heater installation
  • Air conditioning installation
  • HVAC servicing and filter changes
  • Socket, switch and fixture wiring

Commercial kitchens

  • Ingredient prep
  • Line cooking and plating
  • Meal assembly and boxing
  • Dishwashing and pot wash
  • Kitchen deep clean
  • Waste and recycling handling

Retail operations

  • Shelf replenishment and facing
  • Delivery intake and backstock
  • Price labelling and signage
  • Fresh and deli counter service
  • Trolley and basket collection
  • Click-and-collect picking

Personal & pet care

  • Cutting, styling and blow-dry
  • Colour application
  • Manicure and nail care
  • Pet grooming and bathing

Textiles, leather & footwear

  • Pattern marking and cutting
  • Machine sewing and seam work
  • Edge finishing and binding
  • Gluing and lasting
  • Final inspection and pressing

Facilities & building maintenance

  • Fixture mounting and hanging
  • Painting and decorating
  • Door, lock and window repair
  • Light and fitting replacement
  • Planned maintenance rounds

How it works

A simple, privacy-first process designed for long-term participation.

  1. Get started
  2. Evaluation
  3. Discovery
  4. Partnership
1

Get started

Share basic information about your company and the operational data you may be able to contribute. This takes about 2 minutes.

1

Get started

Share basic information about your company and the operational data you may be able to contribute. This takes about 2 minutes.

2

Evaluation

Our team reviews your submission to determine whether your company's operational data is a fit for frontier AI training partnerships.

3

Discovery

If there's a potential fit, we'll request additional information and schedule a discovery call to discuss your data and privacy requirements.

4

Partnership

If approved, we'll finalize the agreement and data requirements and begin the partnership.

The systems that carry operational signal.

These are the everyday tools where workflows, decisions, and institutional context already live.

Data warehouses

BigQuery, Snowflake, Databricks

Table schemas and the structured records behind them, rich, interconnected, and built to mirror how the business runs.

Chat & messaging

Slack, Microsoft Teams, Google Chat

Full conversation histories, threads, participants, and reply structure preserved intact.

Email & calendar

Gmail, Outlook, Google Calendar

Email threads and event details, senders, recipients, invites, and the responses that connect them.

Documents, slides & files

Word, Docs, Slides, Excel, Sheets, Drive, SharePoint

File contents plus their metadata, authorship, timestamps, and access permissions.

Work & knowledge

Jira, Confluence, Asana, Notion, Linear

Tickets, wikis, and project records carried over with their complete history and metadata.

Business platforms

Salesforce, HubSpot, Workday, ServiceNow, SAP, Zendesk

CRM, HR, ERP, and support records from the core systems teams operate in every day.

The data that teaches a model how real work gets done.

We partner with established operators, drawing signal from the everyday systems your teams already run on and from media captured where the work happens. We never connect to live systems: material is sourced into a controlled environment, and partnerships license the processed, de-identified datasets prepared from it.

Industries of interest

Software & Technology

  • Software & Internet
  • Telecommunications
  • Managed IT Services (MSP)
  • Marketing Agencies
  • DTC E-Commerce

Financial, Legal & Insurance

  • Financial Services
  • Insurance Brokerage
  • Legal & Compliance
  • Law Firms

Healthcare & Science

  • Healthcare & Life Sciences
  • Scientific Research

Industrial, Energy & Logistics

  • Manufacturing & Robotics
  • Energy & Utilities
  • Equipment Rental
  • Freight Brokerage & 3PL
  • Field Services (HVAC, Plumbing, Electrical)

Public, Services & Consumer

  • Public Sector & Education
  • Business & Professional Services
  • Retail & Consumer
  • Property Management
  • Staffing & Recruiting
  • Hotel & Hospitality

How partnership value can scale

Every engagement is evaluated individually. Value reflects scope, quality, permitted use, refresh cadence, and active demand for the operational knowledge involved.

$75k+

Focused data contribution

A clearly scoped dataset from one business function, assessed for relevance, quality, and permitted use.

$250k+

Multi-system program

Connected context across several workflows or systems, potentially including agreed recurring updates.

$750k+

Strategic enterprise archive

Deep, differentiated operating history at enterprise scale, subject to diligence and active demand.

Frequently asked questions