F-Commerce × BisaPrompt
AIGC Prompt Generator & Evaluator
A mandatory Pre-Flight Quality Gate powered by Google Gemini LLM, engineered to eliminate the risk of worst prompting, stop wasteful AI token burn, and shield TikTok Shop accounts from compliance strikes.
Eliminating the Trial-and-Error Credit Drain
Why blind prompting wastes budget, and how our Pre-Flight Gate guarantees first-pass video generation success.
Creative specialists submit unverified prompts directly into Runway / Kling:
- × 58% failure rate on first-pass generation
- × Wasted generation tokens on melting products & jittery camera
- × Specialists re-render 3–5 times to fix basic syntax errors
- × High risk of TikTok ad disapproval & affiliate account strikes
Every prompt is audited and Gemini-repaired prior to spending render credits:
- ✓ 88%+ first-pass generation success rate
- ✓ 0 tokens burned on malformed or hallucinated inputs
- ✓ 1-click Gemini LLM auto-repair upgrades failing prompts instantly
- ✓ 100% compliance shield protects TikTok Shop affiliate accounts
The 4 Deadly Sins of Worst Prompting
The specific structural flaws that cause generative AI models to glitch, burn credits, and trigger platform suspensions.
Forcing 6 to 8 complex actions into a 4-second video window. Generative AI engines cannot resolve high temporal density, resulting in melting faces, warping bottles, and wasted GPU credits.
Carelessly including words like "instant cure", "miracle", or misleading claims in the sales hook triggers automated TikTok policy strikes, freezing ad campaigns and risking affiliate store suspensions.
Failing to lock packaging materials, dimensions, and typography causes the AI to generate products that look completely different from what is actually being sold, driving customer returns and negative reviews.
Requesting conflicting camera vectors (simultaneous zoom-in and orbit) causes violent frame stutter and optical blur, ruining the creative and requiring another paid re-render.
A 2-in-1 Assembly Studio & Quality Gate
Structured modular inputs prevent mistakes at the source; an automated 100-point gate stops flawed prompts from reaching AI video models.
Structured input fields that eliminate formatting chaos and lock parameters safely.
- ✓ 6 Supported Modalities: Script, Image, Video, I2V, R2V, Audio
- ✓ Dual Platform Presets: TikTok Symphony & Top Create
- ✓ Modular Parameter Fields: SKU Truth, Audience, Objective, Hook
- ✓ Negative Guardrail Separation: Isolates claims from hooks safely
- ✓ Instant Syntax Locking: Standardized syntax prevents model drift
Automated pre-flight gate that scores prompts out of 100 before rendering is authorized.
- ✓ 100-Point Quality Scale: Grades S, A, B, C, D, F
- ✓ 5 Commercial Pillars: SKU Lock, Camera, Temporal, Format, Policy
- ✓ 10 Failure Code Flags: Pins exact bugs with F01–F10 indicators
- ✓ 1-Click Gemini Auto-Repair: Rescues failing prompts to Grade S
- ✓ Pre-Render Interceptor: Rejects generation if score is below 85
Protecting All 6 AIGC Production Modalities
Worst prompting ruins every creative stage. Our system secures the entire pipeline from script to audio.
Prevents bloated narrative scripts. Enforces a tight 2s Hook, visual pain point, product reveal, 3 visual beats, and high-retention TikTok CTA.
Locks commercial studio lighting, packaging materials (acrylic, glass, matte), and 3D product angles in Midjourney/Seedream without hallucinations.
Enforces camera velocity and focal length parameters for Runway Gen-3 and Kling, preventing optical blur and erratic camera trajectories.
Uses real product photography as an immovable anchor frame zero, animating realistic dispensing motion without morphing the packaging.
Maintains creator facial geometry and background continuity across multi-scene TikTok commercials, avoiding the plastic uncanny valley look.
Regulates commercial TTS voiceover cadence, ambient room tone, tactile product ASMR clicks, and upbeat e-commerce background music.
Engineered for Both TikTok Symphony & Top Create
Guarding against platform-specific failure modes: unnatural avatar cadence in Symphony vs. JSON schema crashes in Top Create.
Protects organic creator avatar scripts from robotic delivery and missing disclosures.
[VISUAL]: Handheld iPhone UGC, natural lighting.
[BEAT 1]: Quick acrylic organizer reveal.
[COMPLIANCE]: Disclose AI generated content.
Protects programmatic ad engines from schema errors and unconstrained camera movement.
"$schema": "https://tiktok.com/top-create/v2.json",
"sku_lock": { "geometry": "rigid_acrylic_3tier" },
"camera": "CAM_PRODUCT_MACRO_ORBIT"
}
The 5 Commercial Pillars & Failure Code Engine
Intercepting prompting flaws before video generation with our 100-point scoring algorithm and F01–F10 diagnostic indicators.
Preserves product packaging, logo typography, and physical textures.
Enforces optical syntax and eliminates camera conflict hallucinations.
Validates motion density against temporal second limits.
Verifies Hook 0-3s, visual beats, OST formatting, and CTA.
Scans for forbidden medical claims and overclaim risks.
1-Click Auto-Repair via Google Gemini LLM
Transforming high-risk, failing prompts into compliant, production-grade Grade S creatives in under 2 seconds.
[CAM]: CAM_PRODUCT_MACRO, gentle 20deg orbit, 50mm focus.
[ACTION]: Finger presses pump once; rich cream texture dispensed.
[GUARDRAILS]: No miracle claim, no false before/after, disclose AI.
The "Refine This Prompt" Button: Creators don't need to struggle with complex prompt syntax. Gemini LLM diagnoses the diagnostic codes and automatically reconstructs the prompt into a bulletproof production script.
Cross-Border Prompting Without Policy Traps
Expanding to international markets safely with 5 pre-calibrated regional packages embedding local TikTok Shop rules.
| Market & Code | Commercial Target | Enforced Regional Guardrails | Native Creator Cadence |
|---|---|---|---|
| 🇮🇩 ID (Indonesian) | TikTok Shop Indonesia | BPOM cosmetic compliance, no overclaim before-after | Natural creator banter ("Meja rias berantakan bikin telat...") |
| 🇺🇸 EN (Global / US) | Global TikTok E-Commerce | FTC compliance, transparent AI disclosure tag | Punchy international e-commerce conversion hooks |
| 🇨🇳 CHN (Modern Chinese) | Chinese Brand Creatives | 中国广告法合规，杜绝虚假奇迹承诺与夸大宣传 | 爆款短视频带货主播语调，节奏明快富有感染力 |
| 🇲🇾 MLY (Malaysia) | Malaysia Market (Manglish) | Colloquial Manglish blend, strict halal & claim safety | Authentic Malaysian expressions (best giler, confirm la) |
| 🇹🇭 TH (Thailand) | TikTok Shop Thailand | Thai FDA advertising regulations, polite particles | Cute, warm Thai creator tone with selling particles (na ka) |
Mandatory Standard: "Evaluate Before You Generate"
Protecting our generative AI token budget and brand accounts through institutionalized quality control.
aigc-full-course.