AI Agents

Meet the team that runs your courses.

Eight specialized AI agents — each modeled after a real learning role. They work in sequence to take a course from brief and outline to reviewed lessons and publish-ready formats.

See the workflow
// one pipeline, eight handoffs

Each agent does its job, then hands off to the next.

This is not one AI doing everything poorly. Each agent is specialized for its stage — so outlines are structured, lessons are teachable, quality review is rigorous, and publishing is connected.

Curriculum
Course Architect
Research
Source Grounding
Lesson Writer
Instructional Author
Assessment
Assessment Design
Critic
Instructional Review
Learner Persona
Audience Fit
Video
Lesson Media
Publish
Delivery & Export
Curriculum Agent
Your AI Curriculum Designer

Builds the course outline from your topic, audience, and learning goals — modules, lessons, and measurable objectives ready for review before anything is written.

Module and lesson tree from a single course brief
Learning objectives mapped to each lesson
Difficulty, duration, and delivery recommendations
Editable outline before generation starts
Replaces:
Blank-page outlining, scattered syllabus drafts, and weeks of structure debates before the first lesson is written.
Research Agent
Your AI Subject Researcher

Pulls from the sources you provide — slides, PDFs, docs, and notes — so lessons reflect your expertise instead of generic AI filler.

Source rollup from uploaded course materials
Evidence ranking for lesson blocks
Citation-aware grounding for claims
Optional research support for thin spots
Research AgentScanning
AI content workflow
Vol: 2.4KKD: 68
marketing automation
Vol: 12KKD: 82
campaign planning tool
Vol: 1.8KKD: 54
content operations
Vol: 980KD: 41
Replaces:
Copy-pasting PDFs into chat tools and hoping the AI remembers what you taught last semester.
Lesson Writer
Your AI Instructional Writer

Generates lesson content block by block — explanations, callouts, procedures, scenarios, and activities — so learners can follow a clear instructional path.

Block-by-block lesson generation
Reading-level and difficulty controls
Mixed instructional formats in one lesson
Per-block edit and regenerate with instructions
Writer AgentCreating
HEADINGWhy marketing teams need…
RICH TEXTThe shift from manual to agentic…
IMAGEWorkflow comparison diagram
RICH TEXTHow the pipeline connects…
Replaces:
Generic AI drafts that still need a full instructional rewrite before learners can use them.
Assessment Agent
Your AI Assessment Designer

Creates quizzes, practice items, and knowledge checks aligned to lesson objectives — so assessment reinforces learning instead of feeling bolted on.

Objective-aligned quiz and practice items
Multiple question types and difficulty settings
Assessment frequency based on course policy
Reinforcement assets like flashcards and recaps
Replaces:
Last-minute quiz writing and assessments that do not match the lesson learners just completed.
Critic Agent
Your AI Lead Editor

Reviews every lesson for structure, clarity, and instructional flow — flagging weak openings, fuzzy explanations, and places learners are likely to get stuck.

Structure and clarity scoring
AI-pattern detection for generic writing
Precise issue locations with severity
One-click fix or ignore on each finding
Replaces:
Subjective peer review loops that take days and still miss the same structural problems.
Learner Persona
Your AI Learner Advocate

Reviews content from the learner's perspective — age, role, reading level, and prior knowledge — so friction shows up before the course goes live.

Persona-based friction checks
Reading-level and tone validation
Audience suitability review
Learner-fit notes before publish
Replaces:
Discovering after launch that the course was written for the wrong audience.
Video Agent
Your AI Video Producer

Converts approved lesson content into video — visual style, AI voice, storyboard, and per-scene regeneration — without a separate production stack.

Storyboard-first video generation
Style and AI voice selection
Per-scene preview and regenerate
MP4 output ready for LMS or sharing
Replaces:
Scripting in one tool, recording in another, and waiting weeks for a simple explainer video.
Publish Agent
Your AI LMS Publisher

Packages approved courses for delivery — SCORM, PDF, DOCX, HTML, and video — so learning teams can publish without rebuilding the course for every channel.

SCORM 1.2 packages with completion policies
PDF, DOCX, and HTML exports
Video lesson packaging
Derivative learner support assets
Publisher AgentDistributing
WordPressLive
LinkedInScheduled
X (Twitter)Scheduled
MetaReady
WebflowLive
EmailQueued
Replaces:
Manual packaging for every LMS, print handout, and facilitator pack after the course is finally approved.
// why a team, not a tool

One generic AI can't do what a team of specialists can.

Specialization over generalization
Each agent is optimized for its stage — the Research Agent uses real course quality data APIs, the Editor Agent runs three distinct review passes, the Publisher Agent connects to real CMS platforms.
Structured handoffs, not chaos
Every agent produces structured output that feeds the next agent's input. No copy-paste, no context loss, no manual translation between tools.
Control at every checkpoint
The human team stays in the loop at each handoff — approving outlines and objectives, reviewing lesson quality, choosing what to fix, and deciding when to publish.

See your AI course team in action.

Book a demo to see how eight specialized agents take a market opportunity from initial signal to live, published course across every channel.