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Solutions · AI labsAround your model infrastructure

Operate rigorous data and evaluation programs at scale.

Evaluation and expert data programs fail operationally more often than they fail scientifically: the criteria drift, the staffing does not hold the bar, and by the time a result is questioned nobody can reconstruct how it was produced.

Largwit provides the operating environment around that work, and leaves the models and the science where they belong.

Request a demoQuality operations
Stays where it is
Models
Endpoints you run or license
Criteria
The rubric the program is measured against
Experts
Staffed against your qualification bar
The science
Yours. Largwit runs the operation.
01The work

The work labs actually need run.

Six kinds of program, each configured to the standard it is held to, each leaving a record of how its results were produced.

Model evaluationStructured assessment against criteria the lab defines, run as a repeatable program rather than a one-off exercise.
Expert dataDomain programs staffed against qualifications you set, in fields where a general workforce cannot hold the bar.
Research programsInvestigative work where the finding and the evidence behind it are both the deliverable.
Multimodal workText, image, audio and video handled inside one operation and one record.
Project-specific qualityControls configured to the standard each program is held to, not a single fixed process.
Operational traceabilitySignificant actions recorded, so how a result was produced can be reconstructed later.
ONE OPERATIONconfigured per program · one record beneath all of it
02Your infrastructure

Largwit operates around your model infrastructure.

Largwit is the operating layer around the programs you run against your models, designed to fit an existing stack rather than replace one. Endpoints, evaluation criteria, specialists and delivery requirements all stay where they already are.

Largwit · configurestaffrunmeasuredeliver
Stays yours
Model endpointsThe models you already run or license
Evaluation criteriaThe rubric the program is measured against
DatasetsYour source material, imported and versioned
ExpertsSpecialists staffed against your qualification bar
Access boundariesWho may see which program, enforced by role
OutputsStructured results in the format the work has to land in
One record of what happenedTraceable to the production behind it
03The contributor's view

Sensitive programs, handled as such.

Access to a program is granted by role and by project participation rather than by organization membership. Project data and media are served through authorized access, and significant actions are recorded.

Where a program requires it, data handling and retention can be governed to the requirements the work is subject to.

Security approach
What a contributor is giventhe workspace follows the program
  1. 01The program's instructions, versioned
  2. 02The item under evaluation
  3. 03The structured judgement the program calls for
  4. 04The evidence requirement it is held to
Assessment in the shape the program defines
04Start here

Bring us the programme you are about to build.

Largwit is deployed through direct engagement. Tell us what you are running and we will show you the platform against it, rather than against a generic demo.

Request a demoQuality operations