IDEAINNOV | AI Scientist for Papers & Research Automation

∂P/∂t = ∇·(∇L·P) + ησ²∇²P

ρc_p ∂T/∂t = ∇·(k∇T) + q_tr

Public manuscripts · open without signing up

Five finished manuscripts, open without signing up

Real generated manuscripts, published as the PDFs themselves. Each card carries one governing equation and one figure taken from inside the manuscript.

English manuscript59 pages

Convergence dynamics of neural-network loss optimization

Mathematical Modeling and Validation of Convergence Dynamics for Neural Network Loss Optimization

∂P/∂t = ∇·(∇L·P) + ησ²∇²P(G2)

Figure 8 · Condition-sensitivity curve families and the performance landscape

Open PDF

English manuscript61 pages

Coupled analysis of modal stress flow

Numerical Framework for Coupled Analysis of Modal Stress Flow

ρ(∂u/∂t + u·∇u) = −∇p + μ∇²u + ρg(D1)

Figure 7 · Governing-equation fit and discretization error structure

Open PDF

Korean manuscript56 pages

Spall growth in wind-turbine main-shaft bearings

축 정렬불량이 풍력터빈 주축 베어링 궤도면 박리 진전에 미치는 영향에 관한 연구

∂C/∂t = D∇²C − k_cC − λ_cCψ(1)

Open PDF

Korean manuscript53 pages

Vortex-induced vibration of a long-span footbridge

장경간 보도교 상판의 와류방출 진동 거동 해석 및 제어 방안 연구

∂θ/∂t = D_h∇²θ − k_hθ(4)

Open PDF

Korean manuscript54 pages

Thermal-runaway propagation in a battery module

배터리 모듈 내 인접 각형 셀 간 열폭주 전파 해석 및 완화 전략 연구

ρc_p ∂T/∂t = ∇·(k∇T) + q_tr(G1)

Open PDF

HWP · HWPXConvert to Korean HWP/HWPXEquations and tables carry over into Korean society and grant templates.See the converter

Swipe sideways to see all five

The output is a draft. Final judgment and responsibility stay with the researcher.

What is inside a manuscript

Not a summary — a draft in submission format

The title, abstract and contents of a recently generated manuscript, shown as they are. The numbers are the actual counts in this manuscript.

9
figures: 26
references: 6
tables: OMML
Editable equationsFix them directly in the Word equation editor

Generated 2026-09-23

Multi-Faceted Validation Of Analysis Conditions For Intrinsic Noise In Transcription-Translation-Degradation Rates

Abstract

Single-physics models fail to describe the multiphysics, multi-time-scale behavior of Intrinsic Noise Transcription. We formulate the phenomenon as a coupled PDE/ODE system, discretize it using a finite-difference discretization with Crank-Nicolson time integration under an accelerated iteration scheme, and identify governing-term candidates via automated equation-form search, benchmarked by rediscovery of a known law. Validation is numerical (grid convergence and parameter sensitivity); external experimental validation is left as future work (measured ±50% sweep: κ +86.1%/-24.4%, γ -44.7%/+551.3%, D -6.4

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 the key variables and constraints from a natural-language question or an uploaded PDF, DOCX, HWPX or PPTX.
Derive
Builds a coupled PDE system from domain knowledge, turning the research hypothesis into something that can be computed.
Patent pending
Evolve
Searches for unknown correction terms with evolutionary symbolic correction to find an improved governing equation.
Validate
Checks that repeated runs under the same conditions do not wobble, then reviews completeness automatically.

Input
Derive
Evolve
Validate
Manuscript

The step-3 correction method is patent pending (KR 10-2026-0020077 and 3 more). The internal algorithm is not disclosed.

Four axes checked in the final step

Mathematical validation

Dimensional consistency
Conservation laws
Boundary-condition compatibility
OMML equation-number audit

Experimental validation

Synthetic benchmark fit (R²)
Residual analysis

Statistical validation

Multi-seed repetition
95% confidence intervals
p-values

Document validation

11-section SCI structure
Reference existence check

Fields covered today

Fluid & Mechanical Engineering
Materials & Structures
Energy & Batteries
Thermal & Information Thermodynamics
Basic Science & Space
Economics & Game Theory
Interdisciplinary Multiphysics

Programs

What you can run

Three programs and a free journal finder, all on one account.

The research-automation engine, led by an AI Scientist

Manuscript draftingDays 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 more Proposals and business plansLate nights writing and reviewing proposals every timeResearch output auto-extended and analyzed into a proposal documentLearn more ConvertEquations and tables break on every format changeConvert HWPX·DOCX·PDF layout intact, with no reworkLearn more

Run a program

Manuscript draftingV140 Paper Proposals and business plansBIZ_ENGINE ConvertHWPX · DOCX · PDF SCI journal submission matchingSCI Submit

You can also find an SCI journal free, with no sign-in. SCI Submit

Pricing

Start with free credits, expand when you need to

Signing up gives each program its own free credits. After that, choose a subscription or pay per use.

Free Trial

$0granted once

12 per program
36 across 3 programs
Start without payment details

Pay-per-use

$3/ call

Paper · business docs $3 / call
HWPX conversion $2 / call
No subscription

Basic

$19/ mo

1 / day per program
3 / day in total
Resets daily

ProRecommended

$29/ mo

2 / day per program
6 / day in total
Resets daily

Enterprise

$99/ mo

10 / day per program
30 / day in total
Resets daily

Prices are shown in USD. Payments from Korea are charged in KRW at checkout. Subscription limits reset daily.

Show payment and file limits, and the feature comparison by plan

🔥 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: $2 / call (cheaper)
✓ Use immediately after payment
✓ No monthly cap

Credit typeQuantity (1–100)

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

📌 Payment & file limits

Conversion price (HWPX ↔ DOCX ↔ PDF): pay-per-use $2 / 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.

How results are delivered and kept

Two emailsOnce right after generation, and once more about 1 hour later.

Server archiveDownload again for 24 hours on the free trial, or 30 days on a paid plan.

Desktop local vaultWith the desktop app, results are kept permanently in a vault on your PC.

Help

Stuck? Ask.

The chatbot answers first. If that does not solve it, you are connected to a person.

User manual ›

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.

We email them twice (right after generation and about 1 hour later), and you can download them again from the server archive for 24 hours on the free trial or 30 days on a paid plan. With the desktop app, they are kept permanently in the local vault on your PC.

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.

Contact

Considering adoption?

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Support: Weekdays 09:00 – 18:00 (KST)
Chatbot: 24/7 live response

Email info@ideainnov.com · Collaboration Inquiry · Careers

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).

⚠ 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.

One research question toan SCI paper draft

Five finished manuscripts, open without signing up

Mathematical Modeling and Validation of Convergence Dynamics for Neural Network Loss Optimization

Numerical Framework for Coupled Analysis of Modal Stress Flow

축 정렬불량이 풍력터빈 주축 베어링 궤도면 박리 진전에 미치는 영향에 관한 연구

장경간 보도교 상판의 와류방출 진동 거동 해석 및 제어 방안 연구

배터리 모듈 내 인접 각형 셀 간 열폭주 전파 해석 및 완화 전략 연구

Not a summary — a draft in submission format

Multi-Faceted Validation Of Analysis Conditions For Intrinsic Noise In Transcription-Translation-Degradation Rates

Abstract

Contents

From a question to a manuscript in four steps

Input

Derive

Evolve

Validate

Four axes checked in the final step

Mathematical validation

Experimental validation

Statistical validation

Document validation

Fields covered today

What you can run

Start with free credits, expand when you need to

💳 Pricing

Free Trial

Pay-per-use

Basic

Pro

Enterprise

📊 Output format & submission features by tier

How results are delivered and kept

Stuck? Ask.

Frequently asked questions

Considering adoption?

SCI Q1 journal reference links (30)

Related topics