Limited Resources
AI-native apprenticeship software

Run apprenticeships end‑to‑end on one platform

Limited Resources brings the learning platform, apprenticeship management, and curriculum design into a single system. The AI maps evidence to standards, flags gaps in your curriculum, and keeps every cohort on track.

Ofsted-ready reportingESFA-compliant trackingMigrate in a week
app.limited-resources.com
Data Engineer · Cohort 1224 apprentices · started March 2026
Ask Limited
Avg. progress63%+4% this month
OTJ compliance21/243 need attention
Reviews due5next 14 days
ApprenticeProgressOff-the-jobGateway
AOAda Okafor
78%
on trackSep 26
TWTom Whitfield
64%
on trackOct 26
PNPriya Nair
41%
behindJan 27
LGLewis Grant
88%
on trackAug 26
SMSofia Marchetti
55%
at riskDec 26
One platform, four jobs

Everything an apprenticeship needs, in one system

Most providers stitch together an LMS, a management tool, and a pile of spreadsheets. Limited Resources replaces all three.

learning

Learning platform

Structured modules, tasks, and assessments apprentices actually finish. Hands-on by default, with progress and off-the-job hours tracked as they learn.

management

Apprenticeship management

Cohorts, reviews, evidence, and compliance in one place. Off-the-job tracking, gateway readiness, and Ofsted and ESFA reporting handled.

curriculum

Curriculum development

Design programmes against the apprenticeship standard. Map knowledge, skills, and behaviours to modules, then reuse and adapt across cohorts.

AI

Built-in AI

Auto-map evidence to KSBs, check your curriculum against the standard for gaps, and surface apprentices who need attention before they fall behind.

Apprenticeship management

Compliance that runs itself

Track every cohort, review, and off-the-job hour against the standard. When something drifts, you see it before the funder does.

Off-the-job hours logged automatically as apprentices learn and submit work.
Progress reviews, gateway readiness, and risk flags in one cohort view.
Ofsted and ESFA reporting generated from live data, not spreadsheets.
app.limited-resources.com
Data Engineer · Cohort 1224 apprentices · started March 2026
Ask Limited
Avg. progress63%+4% this month
OTJ compliance21/243 need attention
Reviews due5next 14 days
ApprenticeProgressOff-the-jobGateway
AOAda Okafor
78%
on trackSep 26
TWTom Whitfield
64%
on trackOct 26
PNPriya Nair
41%
behindJan 27
LGLewis Grant
88%
on trackAug 26
SMSofia Marchetti
55%
at riskDec 26
Learning platform

Learning apprentices actually finish

Hands-on modules, tasks, and assessments delivered in a focused environment. Every completed task counts towards the things you have to evidence anyway.

Structured modules with practical tasks, not passive video libraries.
Submissions flow straight into evidence and off-the-job tracking.
Apprentices always know what is next and how far along they are.
app.limited-resources.com/learn
MODULE 4 / 10Data pipelines
Relational modellingBatch vs streamingBuilding an ETL pipelineOrchestration with AirflowData quality & testing
Lesson 4.3~25 min · 1 task

Building an ETL pipeline

Extract from a source system, transform records into a clean schema, and load into the warehouse. You will ship a working pipeline against the sample dataset.

task · etl/pipeline.py
def transform(rows):
  # TODO: normalise dates, drop nulls
  return [clean(r) for r in rows]
Counts toward off-the-job hoursSubmit task
Curriculum + AI

Design your curriculum, with nothing missed

Build programmes against the apprenticeship standard. As you go, the AI maps modules to every knowledge, skill, and behaviour, and shows you exactly where the gaps are.

Author modules against a standard with KSB coverage tracked as you build.
Every module traces back to the KSBs it covers, with gaps flagged for review.
Reuse and version curricula across cohorts and standards.
app.limited-resources.com/evidence
sprint-3-retrospective.pdfUploaded by Priya Nair · 2 days ago
mapping
This evidence likely maps to 3 standards. Review the suggested links before confirming.
K4 · pipelinesS7 · ingestionB3 · agile team
Knowledge, skills & behaviours
K4Principles of data pipelines and ETLmet
S7Build and test a data ingestion servicemet
S9Apply CI/CD to a data productpartial
B3Works within an agile teamnot yet
AI, where it earns its place

Evidence mapped to standards, automatically

Upload a piece of work and the AI suggests which knowledge, skills, and behaviours it demonstrates. You review and confirm. The busywork disappears, the judgement stays with you.

Suggested KSB mappings on every upload, with a confidence the assessor can override.
Early-warning flags for apprentices falling behind on hours or progress.
Ask questions of a cohort in plain English and get an answer from live data.
40%less admin time per cohort
3 in 1tools replaced by one platform
100%evidence mapped to standards
<1 wkto migrate an existing programme
From the people who run it

Built for the people doing the work

We moved three programmes onto Limited Resources in a fortnight. Off-the-job tracking and evidence mapping that used to eat a day a week now happen on their own.

HR
Hannah ReeceHead of Apprenticeships · Northgate College

The AI shows exactly which KSBs each piece of evidence covers and flags where our curriculum has gaps against the standard. Our Ofsted prep got dramatically calmer.

MB
Marcus BellQuality Lead · Apex Training
Questions

The short version

Yes. Learning delivery, apprenticeship management, and curriculum design run in one system, so you are not paying for or reconciling three separate tools.

See your programme running on Limited Resources

Book a 30-minute demo. We will set up one of your standards live and show you the curriculum, management, and AI in action.