Loading the manuscript preview.
Equation-first research platform
Beyond research limits —optimal improved equationsand the next research direction, delivered
Start from one question or one paper. IDEAINNOV derives the governing equations, improves them and validates them, then hands you a manuscript draft and the next research topic.
No credit card · Start instantly on sign-up
Five finished manuscripts, open without signing up
English manuscript59pagesConvergence dynamics of neural-network loss optimizationOpen PDFEnglish manuscript61pagesCoupled analysis of modal stress flowOpen PDFKorean manuscript56pagesSpall growth in wind-turbine main-shaft bearingsOpen PDFKorean manuscript53pagesVortex-induced vibration of a long-span footbridgeOpen PDFKorean manuscript54pagesThermal-runaway propagation in a battery moduleOpen PDFHWP · HWPXConvert to Korean HWP/HWPXEquations and tables carry over into Korean society and grant templates.See the converter
The output is a draft. Final judgment and responsibility stay with the researcher.
What is inside a manuscript
The title, abstract and contents of recently generated manuscripts, shown as they are. Read the full text in the PDFs above.
From a question to a manuscript in four steps
It does not make text up. It sets up equations that can be computed, checks them, and only then writes.
Input
Extracts key variables and constraints from a natural-language query or an uploaded PDF/DOCX/HWPX/PPTX.
Derive
Automatically builds a coupled PDE system using domain knowledge, turning the research hypothesis into a computational structure.
Evolve
Automatically evolves unknown correction terms to search for an improved governing equation.
Validate
Checks that results hold up when the same setup is run repeatedly, then verifies completeness through an automated review.
Four checks in the last step
- Mathematical validation
- Checks structural consistency and variable linkage in the governing and improved equations.
- Experimental validation
- Compares goodness-of-fit (R²) and the margin of improvement against simulation/data.
- Statistical validation
- Uses statistics to confirm that repeating the same setup yields consistent results.
- Document validation
- Raises submission readiness with an automated review loop against the SCI Q1 11-section standard.
Fields covered todayFluid & Mechanical EngineeringMaterials & StructuresEnergy & BatteriesThermal & Information ThermodynamicsBasic Science & SpaceEconomics & Game TheoryInterdisciplinary Multiphysics
What you can run
Three programs and a free journal finder, all on one account.
The research-automation engine, led by an AI Scientist
Days lost turning a hypothesis into a computable equationCoupled governing-equation derivation and validation in one loop — from improved-equation search to the next research proposalLearn moreLate nights writing and reviewing proposals every timeResearch output auto-extended and analyzed into a proposal documentLearn moreEquations and tables break on every format changeConvert HWPX·DOCX·PDF layout intact, with no reworkLearn more
Run a program
You can also find an SCI journal free, with no sign-in. SCI Submit
Pricing
Based on combined usage across all four programs (V140 · BIZ_ENGINE · Converter · SCI(free)).
💳 Pricing
Unified usage across 3 programs (V140 / buz_engin / HWPX↔DOCX)
🔥 Limited offer — 90% OFF all plans right now! (Limited: 90% OFF)
Free Trial
FreeOnce on sign-up
Limit: 36 total (lifetime)
12 per program (lifetime)
📄 Convert files: 20 MB / 30 pages
- ✓ 12 free credits per program on sign-up (36 total)
- ✓ V140 / buz_engin / HWPX↔DOCX each get their own 12 credits
- ✓ Instant use, no payment
- ✓ OMML equations + 47+ conversions OK
Pay-per-use
$3/ call
Limit: Unlimited
📄 Convert files: 20 MB / 30 pages
- ✓ No subscription
- ✓ V140 / buz_engin: $3 / call
- ✓ HWPX ↔ DOCX ↔ PDF: $1 / call (cheaper)
- ✓ Use immediately after payment
- ✓ No monthly cap
Basic
$19/ mo
Limit: 3 / day
1 / day per program
📄 Convert files: 20 MB / 30 pages
- ✓ 1 / day per program
- ✓ 3 / day total (3 programs)
- ✓ Resets daily at midnight (UTC)
- ✓ Email support
- ✓ Hard mode = 4 · continuous N runs = per-run credits × N
⭐ Popular
Pro
$29/ mo
Limit: 6 / day
2 / day per program
📄 Convert files: 40 MB / 100 pages
- ✓ 2 / day per program
- ✓ 6 / day total
- ✓ Resets daily at midnight (UTC)
- ✓ Priority support (24h)
- ✓ API access (optional)
- ✓ ⭐ Popular — recommended for researchers
Enterprise
$99/ mo
Limit: 30 / day
10 / day per program
📄 Convert files: 100 MB / 200 pages
- ✓ 10 / day per program
- ✓ 30 / day total (across 3 programs)
- ✓ Resets daily at midnight (UTC)
- ✓ Dedicated support (1h SLA)
- ✓ API + webhook integration
- ✓ Custom domain option
- ✓ For labs / enterprises
Show payment and file limits, and the feature comparison by plan
📌 Payment & file limits
- Conversion price (HWPX ↔ DOCX ↔ PDF): pay-per-use $1 / call — cheaper than V140 paper / buz_engin ($3 each).
- 📥 Input (query) limits — V140 paper / buz_engin upload: 20 MB / 40 pages max (A4 · 11pt font · 160% line spacing). 💡 Tip: Just the title, abstract, and keywords is enough (full body not needed)
- 📤 Output file limits (A4 · 11pt font · 160% line spacing):
- Free / Basic / Pay-per-use : 20 MB / 30 pages
- Pro : 40 MB / 100 pages
- Enterprise : 100 MB / 200 pages
- Over limit → auto-split (per page) or upgrade recommended
- Free trial: auto-activated on sign-up. 12 credits per program (36 total across all 3 programs), lifetime, non-renewable.
- Subscription (Basic / Pro / Enterprise): monthly billing. Quota resets daily at midnight (UTC). No rollover.
- Payment methods: PortOne (KG Inicis / Toss Payments) — Korean cards, wire, no-account transfer. International cards via Paddle (planned).
- Cancellation & Refund: cancel anytime in dashboard (access continues to period end). Refunds are available within 7 days of payment (within 14 days for overseas payments via Paddle) when credits are unused — full refund; service defects attributable to the Company are reprocessed or fully refunded regardless of the window. Details: /terms#refund
- SLA: Basic email / Pro 24h / Enterprise 1h response.
- Prices / limits subject to change (30-day notice). Terms →
/terms
📊 Output format & submission features by tier
| Feature / Format | Free | Basic | Pro | Enterprise |
|---|---|---|---|---|
| Paper submission limit | 12 (on signup, per program) | 1/day | 2/day | 10/day per program |
| Word (DOCX) | ✓ | ✓ | ✓ | ✓ |
| HWPX | — | ✓ | ✓ | ✓ |
| LaTeX | — | — | ✓ | ✓ |
| PPT (incl. IR) | — | — | — | ✓ |
| Cover letter automation | ✓ | ✓ | ✓ | ✓ |
| Figure / Table separation | ✓ | ✓ | ✓ | ✓ |
| Auto reviewer response | — | ✓ | ✓ | ✓ |
| Personal input DB retention | 1 mo | 1 mo | 1 mo | 1 mo |
| Output paper email (2× at 1h interval) | ✓ | ✓ | ✓ | ✓ |
※ Credits apply only when email ∧ IP match (account security). Paper submission is currently free.
Stuck? Ask.
The chatbot answers first. If that does not solve it, you are connected to a person.
Frequently asked questions
Just sign up. With no payment details, you get 12 free credits for each of the three programs (paper, proposal, conversion) — 36 total. SCI journal matching is free.
OMML equations and table layout are preserved. 47-format conversion across HWPX·DOCX·PDF is supported.
Based on combined usage across the four programs. Choose a subscription (monthly) or pay-per-use (per call).
The base plan handles up to 20MB / 30 pages. The Pro plan supports up to 40MB / 100 pages.
API access is available on the Pro plan. The chatbot provides the integration guide.
This service is dedicated to engineering/mathematics research and document conversion. Queries or inputs related to crime, religion, politics, drugs, or violence/weapons are out of scope and will not be processed (popup + voice notice).
If an injection, hacking, or system-threat attempt is detected, the offending IP and email are suspended for three months (immediate popup + voice notice).
Up to two IPs can be registered per email. However, simultaneous access from both IPs is not allowed (only one IP active at a time).
To prevent free-credit abuse (one person creating multiple Google accounts), each IP address is linked to only the first account registered from it. Signing in with a different account from the same IP is restricted for security and shows an informational popup. If several people legitimately share the same network (home, office, or school), contact info@ideainnov.com and we will re-authenticate and approve your access.
It is a native Windows app that wraps ideainnov.com. It stores your query history locally on your PC, auto-collects your papers/conversions into a personal vault (with sha256 integrity checks), keeps your login session, and is hardened with renderer isolation and token encryption. It is currently in beta — email info@ideainnov.com to request the installer. See the /desktop page for details.
At login the app automatically checks for a newer version and shows a notice if one exists (clicking it opens the official download page in your browser). You can also check manually from the “Check for updates” menu. For security the app never downloads or runs a file by itself — it only opens the official page.
Considering adoption?
We welcome team rollouts, institutional licensing, and partnership inquiries. We reply within one business day.
- Support
- Weekdays 09:00 – 18:00 (KST)
- Chatbot
- 24/7 live response
Collaboration and careers have their own pages. Collaboration InquiryCareers
Reference: links to 30 SCI Q1 journals and related topics
SCI Q1 journal reference links (30)
The 30 journals our SCI Submission Matching (M1) most often surfaces as candidates. Final submission is done by you (ToS compliant).
- Nature
- Science
- Cell
- PNAS
- Nature Communications
- Mechanical Systems and Signal Processing
- Inverse Problems
- Structural Control and Health Monitoring
- Structural Health Monitoring (SAGE)
- Int. J. for Numerical Methods in Engineering
- Computer Methods in Applied Mechanics & Eng.
- Engineering Structures
- Journal of Sound and Vibration
- Nature Materials
- Advanced Materials
- Acta Materialia
- J. of Materials Chemistry A
- Nature Machine Intelligence
- IEEE TPAMI
- Journal of Machine Learning Research
- Artificial Intelligence (Elsevier)
- Physical Review Letters
- Nature Physics
- Reviews of Modern Physics
- Nature Chemistry
- JACS
- Angewandte Chemie Int. Ed.
- Nature Medicine
- The Lancet
- NEJM
⚠ These links are for reference only. Compliance with each journal’s terms (ScholarOne / Editorial Manager, etc.) is your own responsibility. This system does not perform automatic final submission.
Related topics
Paper writingIdea generationBusiness proposalsHWPXPDFSCI submissionBayesian SHMSelf-evolving AIInformation geometryDOCXKorean HWPXLibreOfficeSelf-evolvingAI research assistant