1
Input
Extracts key variables and constraints from a natural-language query or an uploaded PDF/DOCX/HWP/PPTX.
Natural languageLiterature ingest
Equation-first Research Platform · V124
Beyond research limits —improved governing equationsand the next research direction, delivered
IDEAINNOV automatically derives a coupled governing PDE system from a natural-language query or a single paper, evolves the unknown correction terms into an improved governing equation, then validates it mathematically, experimentally, and statistically — connecting reproducible research output and the next research direction in one loop.
Automating the repetitive work can cut manuscript-drafting time by up to 99%, depending on the input.
No credit card · Start instantly on sign-up
Section 3 · Results
Self-Healing Polymer Coating
∑ᵢ₌₁ⁿ λᵢ xᵢ ≤ θ
✦Next study, auto-proposed"Low-temperature durability of self-healing coatings" — recommended as your next topic.
ProgramsGoverning-equation derivation and validation,
Governing-equation derivation and validation,
solved by one engine.
With one accountV124 Equations & papersBIZ_ENGINE Business & proposal extensionConverter HWP·DOCX·PDF
What We SolveGoverning-equation derivation and validation,
Governing-equation derivation and validation,
solved by one engine.
One fix for every bottleneck. See exactly what the engine and its extensions solve.
01Days lost turning a hypothesis into a computable equationCoupled governing-equation derivation and validation in one loop — from improved-equation search to the next research proposalV124 Paper02Late nights writing and reviewing proposals every timeResearch output auto-extended and analyzed into a proposal documentBIZ_ENGINE03Equations and tables break on every format changeConvert HWP·DOCX·PDF layout intact, with no reworkConvert
Core Engine
Not just generation — governing-equation derivation and validation
We turn an idea into a computable governing equation, not just text, then search for an improved equation and connect it through to validation. Four steps run as one research loop from input to validation.
2
Derive
Automatically builds a coupled PDE system using domain knowledge, turning the research hypothesis into a computational structure.
Coupled PDEIC/BC inference
3
Evolve
Automatically evolves unknown correction terms to search for an improved governing equation.
Correction-term evolutionR² improvement
4
Validate
Confirms reproducibility and completeness with accelerated convergence, 5-seed bootstrap, and an automated review loop.
Accelerated convergenceAutomated review
Domain Coverage
Not a general-purpose LLM — an engineering & science specialized engine
With a domain-specific governing-equation library and IC/BC inference, the engine supports coupled-system derivation and improved-equation search across 7 domains. ※ Names follow an internal draft standard pending finalization before public release.
D1
Fluid & Mechanical Engineering
Navier–Stokes, turbulence, vibration & dynamics
D2
Materials & Structures
Concrete corrosion/carbonation, bridge fatigue, semiconductors
D3
Energy & Batteries
Electrochemistry, heat & mass transfer, environment
D4
Thermal & Information Thermodynamics
Entropy & diffusion, information-thermal coupled systems
D5
Basic Science & Space
Quantum optics, cosmology, bio & medicine
D6
Economics & Game Theory
Bidding, market equilibrium, optimization
D7
Interdisciplinary Multiphysics
Cross-domain coupling & composite governing equations
+
Domain expansion
The governing-equation library keeps expanding
Validation Layer
What matters more than generation is validation
We re-check the derived equation across four axes — math, experiment, statistics, and documentation. This validation structure is the decisive difference from general-purpose writing AI.
01
Mathematical validation
Checks structural consistency and variable linkage in the governing and improved equations.
02
Experimental validation
Compares goodness-of-fit (R²) and the margin of improvement against simulation/data.
03
Statistical validation
Confirms 5-seed bootstrap reproducibility and stable accelerated convergence.
04
Document validation
Raises submission readiness with an automated review loop against the SCI Q1 11-section standard.
Workflow Extensions · Research Workflow Extension Tools
BIZ_ENGINE
An analysis engine that extends the research output derived by the main engine into business proposals and execution plans.
Feasibility & market fitAuto-structured proposals
Document Converter
A conversion engine that connects research output to HWP·DOCX·PDF with minimal loss, preserving equations, tables, and layout with fidelity checks.
HWP↔DOCX↔PDFOMML preserved
Program 01
V124 Paper Pipeline
Equation derivation · evolution · validation engine
Automatically derives coupled governing equations, evolves correction terms into an improved equation, validates it, and delivers a paper draft.
- Automatic coupled-PDE system derivation
- Correction-term evolution · improved-equation search
- Math/experimental/statistical validation + next research direction
Section 3 · Results
Self-Healing Polymer Coating
∑ᵢ₌₁ⁿ λᵢ xᵢ ≤ θ
Next topic: low-temperature durability analysisSuggested
Workflow Extension 01
BIZ_ENGINE
Workflow extension · research → proposal
Extends the engine's research output into business plans and research proposals, with economic, safety, and legal analysis.
- Research output → auto-structured proposals
- Economic / safety / legal analysis reports
- Auto export to HWP(X)/DOC(X)/PPT/PDF
Proposal evaluation report
R&D business plan
Economics
Safety
Legal fit
HWP(X)
DOC(X)
PPT
PDF
Workflow Extension 02
HWP · DOCX · PDF
Workflow extension · document converter
Carries the engine's equation and table layout over intact. No rework after conversion.
- 47-format cross-conversion
- Equation & table layout fully preserved
- Supports 20MB · 30 pages
HWPSource
PDFConverted
∑ Equations & tables preserved
HWP ↔ DOCX
DOCX ↔ PDF
PPT → PDF
+ 47
Product Sample
See the output first.
Check the quality of real output with your own eyes before signing up.
Simple to input,
finished on output.
Just enter a topic and get a manuscript with citations, figures, and equations laid out. Conversion keeps the original layout.
47
Supported formats
30p
Per-document capacity
OMML
Auto equation conversion
3
Integrated programs
Manuscript previewConversion resultReport
Product screenshot preview
Service Keywords
Paper writingIdea generationBusiness proposalsHWPPDFSCI submissionBayesian SHMSelf-evolving AIInformation geometryDOCXKorean HWPLibreOfficeSelf-evolvingAI research assistant
Pricing
Pricing
Based on combined usage across all four programs (V124 · BIZ_ENGINE · Converter · SCI(free)).
💳 Pricing
Unified usage across 3 programs (V124 / buz_engin / HWP↔DOCX)
🔥 Limited offer — 90% OFF all plans right now! (Limited: 90% OFF)
Free Trial
FreeOnce on sign-up
Limit: 9 total (lifetime)
📄 Convert files: 20 MB / 30 pages
- ✓ 9 free credits on sign-up
- ✓ Use across V124 / buz_engin / HWP↔DOCX — 9 total (shared pool)
- ✓ Instant use, no payment
- ✓ OMML equations + 47+ conversions OK
Pay-per-use
$3/ call
Limit: Unlimited
📄 Convert files: 20 MB / 30 pages
- ✓ No subscription
- ✓ V124 / buz_engin: $3 / call
- ✓ HWP ↔ DOCX ↔ PDF: $1 / call (cheaper)
- ✓ Use immediately after payment
- ✓ No monthly cap
Basic
$19/ mo
Limit: 15 / day
5 / day per program
📄 Convert files: 20 MB / 30 pages
- ✓ 5 / day per program
- ✓ 15 / day total (3 programs)
- ✓ Resets daily at midnight (UTC)
- ✓ Email support
- ✓ 15× the Free Trial usage
⭐ Popular
Pro
$29/ mo
Limit: 30 / day
10 / day per program
📄 Convert files: 40 MB / 100 pages
- ✓ 10 / day per program
- ✓ 30 / day total
- ✓ Resets daily at midnight (UTC)
- ✓ Priority support (24h)
- ✓ API access (optional)
- ✓ ⭐ Popular — recommended for researchers
Enterprise
$99/ mo
Limit: 150 / day
50 / day per program
📄 Convert files: 100 MB / 200 pages
- ✓ 50 / day per program
- ✓ 150 / day total
- ✓ Resets daily at midnight (UTC)
- ✓ Dedicated support (1h SLA)
- ✓ API + webhook integration
- ✓ Custom domain option
- ✓ For labs / enterprises
📌 Payment & file limits
- Conversion price (HWP ↔ DOCX ↔ PDF): pay-per-use $1 / call — cheaper than V124 paper / buz_engin ($3 each).
- 📥 Input (query) limits — V124 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. 9 credits total in a shared pool across all 3 programs (lifetime, non-renewable).
- Subscription (Basic / Pro / Enterprise): monthly billing. Quota resets daily at midnight (UTC). No rollover.
- Payment methods: Stripe (intl cards) / NHN Pay (Korean cards) — coming soon.
- Cancellation: cancel anytime in dashboard. Use through period end, no 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 | 1/mo | 1/day | 5/day | 10/day |
| 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.
Manual & Help
Stuck? Just ask.
No need to dig through manuals — the chatbot answers. If it cannot solve it, you are connected to a person right away.
- ⏱
24/7 automatic answers
Instant guidance on features, billing, and errors. - 📖
Manual & guide search
Finds the how-to that matches your question. - 🙋
Human support handoff
Connects you to a person when needed.
Hello! How can I help you?
Conversion errorPricingCitation cleanup
Do equations break when converting HWP to PDF?
No — OMML equations and table layout are preserved as-is. Up to 20MB / 30 pages is supported.
Thanks!
Type a message…→
FAQ
Frequently asked questions
The most common questions, gathered here. Ask the chatbot for anything else.
Just sign up. With no payment details, you can use each of the four programs once for free.
OMML equations and table layout are preserved. 47-format conversion across HWP·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.
Contact
Considering adoption?
We welcome team rollouts, institutional licensing, and partnership inquiries. We reply within one business day.
✉
Email
hello@ideainnov.com
☎
Support
Weekdays 09:00 – 18:00 (KST)
💬
Chatbot
24/7 live response
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).
1.NatureMulti2.ScienceMulti3.CellMulti4.PNASMulti5.Nature CommunicationsMulti6.Mechanical Systems and Signal ProcessingEng7.Inverse ProblemsEng8.Structural Control and Health MonitoringEng9.Structural Health Monitoring (SAGE)Eng10.Int. J. for Numerical Methods in EngineeringEng11.Computer Methods in Applied Mechanics & Eng.Eng12.Engineering StructuresEng13.Journal of Sound and VibrationEng14.Nature MaterialsMat15.Advanced MaterialsMat16.Acta MaterialiaMat17.J. of Materials Chemistry AMat18.Nature Machine IntelligenceAI19.IEEE TPAMIAI20.Journal of Machine Learning ResearchAI21.Artificial Intelligence (Elsevier)AI22.Physical Review LettersPhys23.Nature PhysicsPhys24.Reviews of Modern PhysicsPhys25.Nature ChemistryChem26.JACSChem27.Angewandte Chemie Int. Ed.Chem28.Nature MedicineMed29.The LancetMed30.NEJMMed
⚠ 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.