Generative video
10–15%
hallucination rate on educational outputs in independent 2026 benchmarks.
Use Case · Certification Trainers
Upload any certification blueprint you teach from. Ship a chapter-aligned prep library in weeks. Deterministic, not generative.
Hero programs we’ve already shipped: FDNY, OSHA, PMP, CFA, CPA, NCLEX, STCW. Paying trainers also run AWS / Azure / GCP, CompTIA, Cisco, ServSafe, NASM / ACE, Six Sigma, SAFe, NCARB ARE, IGF Code, H2S, real-estate licensure, and any blueprint they own. See the full list →
01 · The category line
Candidates are graded against an official answer key. A paraphrased clause, a drifted threshold, a reordered formula — each one coaches candidates into the wrong answer. 88% of our core paying users rate accuracy as critical.
Generative video
10–15%
hallucination rate on educational outputs in independent 2026 benchmarks.
In practice
1 in 7
generative videos carries a retraction-worthy error. One is too many for paying candidates.
X-Pilot visual layer
0%
visual hallucination — every frame rendered programmatically via Remotion.
02 · Named paying users
Named profiles from the verified paying users who ship certification prep libraries today.
FDNY Certificate of Fitness
Independent FDNY C of F prep operator. NYC fire-code clauses render verbatim from the source manual.
Maritime STCW · PSC
"Promotion Accelerator 2/O to C/O" plus "PSC Inspection Readiness." COLREG and SOLAS clauses stay exact.
IGF Code · Methanol · H2S
Ukrainian Maritime Studio. IGF Code, methanol, and H2S safety — hazardous-gas thresholds stay verbatim.
03 · Roadmap
Seven blueprint families shipped. Queue follows paid-user demand.
12-video FDNY Certificate of Fitness prep-library blueprint.
F-01 · F-03 · F-04 · F-58 · F-60 · F-80 · W-07
OSHA 10 / 30 & general-industry outreach from 29 CFR.
1910 · 1926 · Focus Four
Chapter-aligned to the ECO (People 42 / Process 50 / Business 8).
PMBOK 7 · PMBOK 6 · Agile
Level 1 / 2 / 3 — formulas accurate every frame, sign-exact.
DCF · CAPM · BSM · duration
CPA Evolution 3-Core + 1-Discipline · ASC / IRC / PCAOB exact.
AUD · FAR · REG · BAR / ISC / TCP
NGN clinical-judgment cases; dosages locked to source.
CJMM · NCLEX-RN · NCLEX-PN
22-video STCW & PSC Inspection Readiness — signeputna11 pattern.
Ch. II · III · V · VI · Manila 2010
Queue follows paid-user demand.
NCARB ARE · CIA · IGF · ...
04 · Deep dives
Expand any blueprint for chapter coverage and workflow specifics.
Every blueprint shares the same workflow
Chapter-aligned prep for F-01, F-03, F-04, F-58, F-60, F-80, W-07. NYC Fire Code sections stay bound to your notes. Fire-guard floor plans, standpipe risers, sprinkler zone maps render from structured data. Bilingual narration (ES, ZH, RU, BN, and 15+) with identical diagrams.
[email protected] (Pro tier) shipped the 12-video C of F library in 27 days — solo-trainer economics, no freelance animator.
General Industry (29 CFR 1910) and Construction (29 CFR 1926). PELs, fall-protection thresholds, Focus Four, NIOSH hierarchy of controls, and LOTO six-step sequence render programmatically. Parallel EN + ES narration. DOL-authorized trainer owns the course; X-Pilot is the authoring software.
ECO is the authority, not PMBOK chapter order. Predictive and agile framings render side-by-side. One walkthrough per question, tagged to its ECO task. When PMI refreshes the ECO, re-render only the chapters that changed.
DCF, CAPM, WACC, duration, convexity, binomial, and Black-Scholes-Merton derivations render step-by-step as SVG — signs, symbols, and subscripts bound to your source. Level 3 Core + Specialized pathways branch from one outline. A misplaced sign in Macaulay duration misteaches thousands of candidates; X-Pilot won’t let a generative model rewrite the math.
2024+ structure: AUD / FAR / REG Core plus BAR / ISC / TCP Discipline. Task-based simulations with annotated journal entries and research-tab citations. ASC (842, 606, 326), IRC (1031, 199A, 163(j)), PCAOB (AS 1001 / 2110 / 3101), and GASB (34, 68, 87) render verbatim.
Aligned to the April 2023 NGN. CJMM 6 cognitive steps mapped per scene. NGN item types — bowtie, matrix, cloze, highlight, drag-and-drop, trend — render as deterministic diagrams. A 0.125 mg IV push cannot drift to 0.25 mg IV push between drafts.
STCW 1978 + 2010 Manila Amendments. Chapters II, III, V, VI primary (deck, engine, special ship-type, basic safety). COLREG 1972, IGF Code, SOLAS, MARPOL, ISM, ISPS — each cited verbatim. Your accredited center owns the flag-state relationship.
signeputna11 (Ultra) — 22-video Promotion Accelerator 2/O to C/O + PSC Readiness. y.samonov / Ukrainian Maritime Studio (Pro) — 10-video IGF Code / methanol / H2S series.
04b · Beyond the seven
The seven blueprints above are hero examples — the programs we’ve shipped enough libraries on to publish playbook-grade detail. The X-Pilot engine itself is blueprint-agnostic: it works off whatever certification study document you upload, in any vertical where accuracy matters more than vibes.
IT & Cloud
AWS Solutions Architect / Cloud Practitioner, Azure AZ-104 / AZ-305, GCP ACE / Pro Architect, CompTIA Security+ / Network+, Cisco CCNA / CCNP, Kubernetes CKA / CKAD.
Trades & Safety
NCARB ARE (architecture), ASE (auto), NEC / NFPA electrical, IGF Code / methanol bunker, H2S Alive, MEWP, IATA DGR, food-safety ServSafe.
Process & PM
Scrum PSM / CSM, SAFe Agilist / POPM, Six Sigma Green / Black Belt, Lean, ITIL 4, PRINCE2, COBIT, TOGAF.
Healthcare-adjacent
USMLE Step 1 / 2, CRNA, ACLS / PALS, ARRT (radiology), MCAT prep, registered dietitian, NCCAOM acupuncture, dental DAT — complementing the dedicated healthcare hub.
Finance-adjacent
CFP, CFRE, CIA (internal audit), CISA / CISM / CISSP, FRM, CAIA, Series 7 / 63 / 65 / 66, AML / ACAMS, real-estate licensure, insurance pre-licensing.
Wellness & Skill
NASM / ACE / NSCA personal training, RYT yoga, IELTS / TOEFL / Cambridge English, JLPT, HSK, ABA / BCBA, notary public, paralegal certification.
Bring your own blueprint
Upload an exam-board syllabus, a regulator’s blueprint PDF, your authored study guide, an annotated standard, or a question-bank commentary you have rights to. Every visual is rendered programmatically via Remotion in isolated sandboxes — the regulation text on screen is the regulation text in your source. Constraint, not feature: do not upload proprietary item-bank content you don’t own. X-Pilot is a production workflow, not a licensing bypass.
05 · Pipeline
Blueprint in, library out. Four steps — same input, same frames out.
Upload
Drop in the study manual, certification outline, or syllabus. That document becomes the single source for every frame.
Map
The blueprint decomposes into chapter-aligned modules — one video per topic, clause anchors intact.
Edit
Describe the change in plain language. Real-time preview renders it instantly — trainer and SME agree before exporting.
Export
Ship as MP4 with captions. Ready for Teachable, Thinkific, Kajabi, Udemy, YouTube, or LMS upload.
06 · Keep exploring
The products, industries, and peer workflows most often paired with this hub.
Pair with products
Related industries
07 · Category position
We sit in the deterministic, high-accuracy quadrant alone.
Synthesia is avatar-first and corporate-explainer-first. A COLREG crossing rule or a dose calculation is not an explainer-video problem.
HeyGen builds marketing-grade avatars. Candidates are graded against a regulation, not a talking head.
NotebookLM ships an audio podcast from a document. Certification Trainers sell video libraries that LMS platforms ingest.
08 · FAQ
The eight questions Certification Trainers ask before onboarding.
X-Pilot ships dedicated blueprint pages for FDNY Certificate of Fitness, OSHA outreach, PMP, CFA, CPA, NCLEX, and STCW maritime. X-Pilot itself is blueprint-agnostic — it works off whatever certification study document you upload, so paying Certification Trainers also run IGF Code, Methanol, H2S safety, NCARB ARE, and CIA programs.
Generative video models are trained to produce plausible-looking visuals, not to quote a regulation verbatim, so they paraphrase clauses, invent section numbers, and soften requirements. X-Pilot renders every visual programmatically via Remotion in isolated sandboxes from the exact PDF or syllabus you upload — deterministic, not generative — so the clause on screen is the clause you authored.
Self-serve at Creator $19, Professional $49, Ultra $129 per month, cancel anytime. Most independent Certification Trainers start on Professional; small institutes shipping a full prep library tend toward Ultra. Full tier details: /price.
Re-upload the revised chapter PDF, edit the affected scenes in plain English, and re-export. Because every visual is rendered programmatically via Remotion in isolated sandboxes, you only regenerate the chapters that actually changed instead of re-animating the entire library.
Upload your own study materials: notes you wrote, annotated PDFs of publicly available standards, your own question-bank commentary, or a certification blueprint you have the right to teach from. Do not upload proprietary item-bank content you do not own, intact copyrighted prep books, or embargoed exam-body releases — X-Pilot is a production workflow, not a bypass for licensing.
Yes. Swap in your institute’s color palette, logo, intro and outro frames, and narration voice from the project settings. Several Ultra-tier Certification Trainers ship entire libraries that read as their own brand, not as X-Pilot output.
Freelance animators quote $500–$2,000 per module — a 12-video FDNY library is $6,000–$24,000 before revisions. support@cofprep shipped the same 12 FDNY C of F videos in 27 days on Pro, with full editorial control.
No. The pedagogical vehicle is knowledge visualization: annotated regulation text, chapter-aligned diagrams, formula walk-throughs. No talking heads, no hallucinations — that posture is permanent positioning, not a temporary feature gap.
Related
Same deterministic engine, different entry points.
Upload the blueprint you already teach. Ship a chapter-aligned library in weeks — not quarters.
Certification-specific deep dives
Each leaf shows how X-Pilot anchors the prep series to the official blueprint — chapter parity, source-citing, and audit-ready exports.
PMP · PMI ECO
For independent PMP coaches and PMI R.E.P. shops.
OSHA 10 / 30 · 29 CFR
29 CFR-anchored module set, audit-ready.
HIPAA · 45 CFR
Privacy & Security Rule modules with chapter parity across languages.
FDNY C of F
F-01, F-02, F-04, F-60, F-80, S-95, T-89, P-99 categories.
STCW · IMO
Basic safety, advanced fire fighting, GMDSS — chapter-paired.