Content & data partner for publishers, EdTech and AI teams
Expert-built learning content and AI data, delivered at scale.
Endeavor Academy is the extra production team behind publishers, EdTech platforms, assessment bodies and AI labs. Our subject experts write, review, remediate and localize content to your standards and deadlines, under NDA, with quality checks you can audit.
- Mutual NDA on every engagement
- Pilot batch before you commit
- 24/7 delivery across time zones
350+
Vetted subject experts
180+
Languages supported
40+
Enterprise clients
8+ yrs
Delivery track record
How a project runs
From brief to finished files
01Scope
We review your brief, style guide and samples and return a scope within 24 hours.
02Staff
A matched team of subject experts with one dedicated delivery manager.
03Review
Every item is checked by an independent second reviewer against your rubric.
04Deliver
Finished files in your format or platform, with a QA log for each batch.
Delivered straight into the formats your platforms already ingest.
- QTI 2.1
- EPUB3
- PDF/UA
- MathML
- LaTeX
- XML
- InDesign
- DOCX
- WAV 48 kHz
- SRT / VTT
- Mutual NDA before any brief
- In-house experts, no crowdsourcing
- WCAG 2.2 AA and Section 508
Capabilities & Enterprise Partner Matrix
A unified delivery architecture connecting 8 specialized knowledge disciplines directly to the exact enterprise workflows of global aggregators, EdTech leaders, assessment boards, and frontier AI labs.
AI Data Solutions & Model Evaluation
High-precision human-in-the-loop datasets for frontier AI models. Speech/audio collection, video segmentation, text NER tagging, PhD-level STEM prompt engineering, and multi-turn RLHF reasoning evaluations.
How Endeavor Partners with Your Team
We are not a staffing agency. We deploy and manage dedicated SME capacity end-to-end, or deliver complete turn-key work packages in-house.
Turnkey Deliverable Execution
Send us the curriculum blueprint, assessment rubric, or batch of documents. Our in-house SME teams author, remediate, or localize deliverables end-to-end and deliver finished files under guaranteed QA SLAs.
Managed SME Capacity on Your Portal
Vetted PhD and domain experts deployed directly onto your LMS, evaluation platform, or tooling. Endeavor handles candidate screening, background verification, ongoing training, payroll, and daily QA.
Built for the way your industry works
EdTech & Test Prep
Question banks, test series and worked video-solution scripts, plus homework-help teams on tight turnaround.
- Question banks
- Video scripts
- 24/7 homework help
Academic Publishing
Editing, proofreading and indexing, with InDesign, LaTeX and XML-first typesetting to print-ready files.
- Copyediting
- Typesetting
- Indexing
Frontier AI & ML
PhD evaluators for preference ranking and reward modelling, and step-by-step audits of proofs and code.
- RLHF
- Reasoning review
- Annotation
B2B SaaS
API references, SDK guides and changelogs in Markdown and Git, plus launch content and onboarding copy.
- Developer docs
- Launch content
- Onboarding copy
Healthcare & MedEd
Clinical summaries, patient education and CME modules, with medical editing and terminology checks.
- CME modules
- Medical editing
- Patient education
Corporate L&D
SCORM and xAPI e-learning modules and microlearning, plus WCAG 2.2 AA remediation of training content.
- SCORM / xAPI
- Microlearning
- Accessibility
Global Enterprise
Data ingestion and validation, document digitisation with OCR, and metadata tagging at scale.
- Data processing
- Digitisation
- Metadata
How we plug in
Works with the systems you already run.
Your team keeps its tools and schedule. We take the brief, staff it, check every item twice and return files your platform can load without rework.
Your side
- Learning platform or LMS
- Authoring & item-bank tools
- Model evaluation platforms
- Style guides & blueprints
Endeavor delivery
24/7Delivery manager
Your single point of contact
Subject-expert team
Matched from 350+ specialists
Two-reviewer QA
Independent check on every item
You receive
- QTI item banks with metadata
- Accessible EPUB3 and PDF/UA
- MathML and LaTeX solutions
- Scored and annotated datasets
- Subtitled and voiced media
NDA before the brief
Signed before you share files, candidates or blueprints.
QA log with every batch
See who reviewed what, and what changed.
Weekly reporting
Throughput, quality and risks against your schedule.
Who we work with
Built for the teams that buy content at volume.
Choose your organisation to see the work we most often take on for teams like yours.
Academic publishers & university presses
More titles, accessibility mandates and digital formats than your in-house team can produce on schedule.
Publishing solutionsWork we take on
- Copyediting, proofreading, typesetting and indexing
- Accessible EPUB3, alt text and PDF/UA remediation
- Courseware, test banks and instructor resources
Client results
Volume, delivered on deadline.
Clients work with us under NDA, so we describe them by type. Full write-ups on request.
- Assessment
100,000+
assessment items delivered
Standards-aligned items with worked solutions, distractor rationales and DOK tagging, each reviewed by a second subject expert.
Global homework-help platform & US K-12 curriculum programs
- Accessibility
150,000+
STEM images made accessible
Alt text and MathML for complex diagrams, delivered ahead of a 4-month ADA / Section 508 deadline.
Global digital learning platform
- AI training data
100,000+
expert AI evaluations
PhD evaluators in mathematics, physics and computer science scoring multi-turn reasoning and code.
AI research & data lab
- Content development
100,000+
exam items & video scripts
JEE, NEET and CUET question banks with worked solutions, mapped to syllabus and learning objectives.
National test-prep platform
- Editorial & pre-press
200+
textbook titles to press
Copyediting, typesetting, indexing and EPUB3 conversion across STEM and humanities, on semester schedule.
Higher-education publisher
- Managed expert teams
2 weeks
to deploy 100+ subject experts
White-label PhD and Master's experts placed on the client's platform, fully managed by our team.
Learning-services company
Questions
What buyers ask us first.
What does Endeavor Academy do?
We are an outsourced production partner for learning content and AI data. Our subject experts write and review assessments, build K-12 and higher-education content, make content accessible (WCAG 2.2 AA, Section 508), localize it into 180+ languages, handle editorial and pre-press, produce media and eBooks, run 24/7 academic support desks, and evaluate and annotate data for AI teams.
Who do you work with?
Academic publishers and university presses, EdTech and test-prep platforms, assessment and certification bodies, AI labs and data teams, and learning-services companies that need white-label capacity. We also support healthcare education, corporate L&D and SaaS teams.
How does an engagement start?
We sign a mutual NDA, review your style guide, standards and samples, and deliver a small pilot batch (typically 10–50 items or pages). Once quality and turnaround are agreed, we scale to full volume under a statement of work with a dedicated delivery manager.
Can your experts work inside our platform or tools?
Yes. You can hand us complete work packages and receive finished files, or have a dedicated team of our experts work directly in your LMS, authoring tool or evaluation platform while we manage hiring, training, payroll and daily quality checks.
How do you control quality?
Every deliverable is produced by a subject expert and checked by an independent second reviewer against your rubric or style guide before it is released. You receive QA logs with each batch, and we calibrate on a pilot before scaling.
How do you protect confidential content?
All work is covered by a mutual NDA, delivered by our own in-house team rather than open crowdsourcing, and handled with role-based access to client files. We do not disclose client names without permission.
Start with a pilot
Test us on a small batch first.
Send a sample of real work. We deliver it under NDA so you can judge accuracy, turnaround and communication, then decide whether to scale.
Or email your brief to sales@endeavoracademy.co.in1.Sign a mutual NDA
Signed before you share any brief, files or candidate details.
2.Run a pilot batch
We complete 10–50 items or pages so we can agree quality targets and turnaround together.
3.Scale to full volume
A statement of work, a dedicated delivery manager and regular quality reports.