🌱📱🚀 AI CONSULTANCY SERVICES AS Equity-for-Services Arrangements (EFSA) for pre-Series A-Z #AIstartups✨🌱📱 #WSIS2025 #ITUGSR25

By Lady Prity Khastgir

1. Strategic IP Road-mapping for AI Innovations
   • Technology landscaping & freedom-to-operate (FTO) searches across 180 jurisdictions
   • Claim-set architecture optimized for neural-network, ML-pipeline, data-model and hardware-accelerator inventions
   • Competitive benchmarking of patent portfolios (Big-Tech, start-ups, universities)

2. Global Patent Procurement & Prosecution
   • PCT-first drafting with built-in USPTO, EPO, CNIPA, JPO, KIPO claim differentiation
   • Parallel-track continuation & divisional strategies to cover algorithmic updates, fine-tuned models, and downstream applications
   • Accelerated examination programs (PPH, PACE, FAI, Track-One) to secure grant 12-18 months faster

3. AI-Generated Invention Capture & Recordation
   • Policies for identifying, documenting and assigning rights in AI-assisted R&D outputs
   • Blockchain-based lab notebook and version-control integration for evidentiary weight
   • Inventorship analysis when AI systems contribute to conception (DABUS, Thaler-type issues)

4. Licensing & Monetization Programs
   • Royalty-stack modeling for AI-as-a-Service (AIaaS) and API licensing models
   • Standard-essential patent (SEP) declarations for AI-enhanced telecom, IoT and automotive standards
   • Patent pools & cross-licensing negotiation with Big-Tech AI stacks

5. Data-Set & Training-Data Rights
   • Contractual frameworks for open-source, scraped, synthetic and licensed data sets
   • GDPR, CCPA, PIPEDA, and China PIPL compliance reviews for training data acquisition
   • Strategies to protect proprietary data sets via trade-secret overlays and technical access controls

6. Litigation & Enforcement
   • Pre-litigation cease-and-desist strategy, ITC §337 investigations, US/EU/China patent infringement actions
   • Post-grant opposition & re-examination defense of AI patents (CBM, IPR, EPO oppositions)
   • Damage-modeling for AI algorithmic misappropriation (lost API calls, royalty base, unjust enrichment)

7. M&A & Investment Due Diligence
   • Patent quality scoring (IPQC) for AI portfolios in Series B–D and IPO readiness checks
   • Open-source contamination audits for AI codebases (TensorFlow, PyTorch, Hugging Face dependencies)
   • Valuation of AI patent families under ASC 805 and IFRS 3

8. Regulatory & Ethics Advisory
   • EU AI Act, US Algorithmic Accountability Act, China Draft AI Measures compliance mapping
   • Bias, transparency and explainability requirements translated into technical disclosure strategy
   • AI model cards and governance documentation aligned with ISO/IEC 42001

9. Training & Workshops
   • “Patent Writing for Data Scientists” (2-day on-site or virtual)
   • Quarterly legal-update webinars on global AI patent law changes
   • Custom in-house playbooks for AI IP capture and risk mitigation

10. Emergency Response & Crisis Management
    • Rapid FTO turnaround (48–72 hrs) for product launches & investor demos
    • Containment strategy when generative-AI output allegedly infringes third-party rights
    • Media & PR guidance for high-profile AI patent disputes

Delivery Models
• Retainer-based Chief Patent Counsel service for scale-ups
• Project-based fixed-fee packages (patent families, FTO reports)
• Equity-for-services arrangements for pre-Series A AI start-ups

⚠️🌾 Wild varieties will react differently—immunity varies, proceed with caution! #StaySafe #WildCrops 👋 Friends, I just re-watched an eye-opening talk and decoded it into bite-size moments so none of us miss the urgency. Grab ☕ and read on. 1️⃣ 0:00 – 0:30 | THE BIG PICTURE The speaker opens with a warning: the entire plant ecosystem is being reshaped by IP-driven acquisitions. International + domestic companies are racing to patent seeds. If we blink, genetic diversity could collapse. 💡 Key emoji: 🌍⛓️ #SeedColonialism #BiodiversityCrisis 2️⃣ 0:30 – 1:00 | MONSANTO FLASHBACK Late-1990s India still carries scars from Bt-cotton patents. “What happened then must never repeat,” he stresses. Translation: no more forced tech transfers wrapped in “development” packages. 💡 Key emoji: 🌾⚠️ #NeverAgain #MonsantoLessons 3️⃣ 1:00 – 1:30 | BIO-INFORMATICS & BLAST If we don’t understand the code, we can’t protect the crop. BLAST—Basic Local Alignment Search Tool—is the language that will decide which genes get locked behind paywalls. Learn it or lose the debate.

💡 Key emoji: 🧬💻 #CodeIsPower #BioInformaticsForAll 4️⃣ 1:30 – 2:00 | EXPORT vs IMPORT RULES Botany isn’t just science; it’s policy. Wild relatives of turmeric, jackfruit, and millets are already flagged for “novel trait” patents abroad. We need transparent export/import filters NOW. 💡 Key emoji: 🛃🌿 #TradeTransparency #SeedGuardians 5️⃣ 2:00 – 2:30 | TKDL & TRADITIONAL WISDOM Traditional Knowledge Digital Library (TKDL) is our firewall. Still under-funded, still under-used. Every forgotten folk remedy is potential prior art that can block a patent. 💡 Key emoji: 📚🔓 #PriorArtMatters #TKDLUpgrade 6️⃣ 2:30 – 3:00 | PHARMA vs FOLK MEDICINE Ayurveda, Unani, and Homeopathy were pushed aside when pharma scaled. Yet millions still rely on them. The speaker: “If we ignore historical datasets, we lose half the playbook.” 💡 Key emoji: 🌱⚕️ #IntegrativeMedicine #DataJustice 7️⃣ 3:00 – 3:30 | INDIA-UK PARTNERSHIP Post-Brexit UK is courting India for biotech alliances. The deal must embed joint ownership clauses and open-source germplasm pools. Otherwise it’s 1998 in new wrapping. 💡 Key emoji: 🤝🇮🇳🇬🇧 #FairScience #NoColonialClauses 8️⃣ 3:30 – 4:00 | NEURO-BIOCHEM OF DRUGS Steroids, when micro-dosed in controlled settings, can trigger new neuronal pathways via acetylcholine-A. Translation: precision medicine more than blanket prescriptions. 💡 Key emoji: 🧠⚗️ #SmartTherapeutics #NeuroHealth 9️⃣ 4:00 – 4:30 | GUT HEALTH = SEED HEALTH Your microbiome decides how you metabolize novel proteins in GM crops. Without gut integrity, even the safest seed becomes a risk. 💡 Key emoji: 🦠🥒 #GutFirst #PersonalizedNutrition 🔟 4:30 – 5:00 | LOCKDOWN EXPERIMENTS Speaker spent 2020-23 self-experimenting with diets, mushrooms, and wild cereals. All data logged into an “impula network” think decentralized GitHub for bio-data. Code is open; peer-review welcome. 💡

Key emoji: 🔬📊 #OpenScience #CitizenLab 1️⃣1️⃣ 5:00 – 5:30 | GRAVITY & TIME VARIABLES He drops a geek bomb: ignore classical time “t” in predictive models; instead anchor equations to environmental gravity constants. Early calcs suggest 2050 climate already “priced in.” #PhysicsForFood #ClimateMath 1️⃣2️⃣ 5:30 – 6:00 | CALL TO ACTION Final takeaway: protect wild varieties, fund TKDL, demand transparent MoUs, and test every new crop against variable human immunity. Tag your reps. 🌾📢 #ActNow #SeedDemocracy 👇 Drop your questions below and tag a friend who still thinks “a seed is just a seed.” Let’s crowd-source the next decade of food freedom.

Why Us
Cost-Effective Service Delivery & Optimized Resource Allocation

Our working model achieves cost savings through:

• Strategic distribution of technical tasks

• Efficient workflow management

• Time zone advantages for faster turnaround

• Reduced overhead costs

• Economies of scale

Transparent Pricing Structure

We offer clear pricing models that reflect our cost advantages:

• Fixed-fee arrangements for standard services

• Customized packages for portfolio clients

• Volume-based discounting

• Flexible engagement models

1️⃣ Strategic IP Road-mapping for AI Innovations 🗺️🔍
2️⃣ Global Patent Procurement & Prosecution 🌐📑⚖️
3️⃣ AI-Generated Invention Capture & Recordation 🧠📝🤖
4️⃣ Licensing & Monetization Programs 💰📈🤝
5️⃣ Data-Set & Training-Data Rights 🗂️🔐🌍
6️⃣ Litigation & Enforcement ⚔️⚖️📊
7️⃣ M&A & Investment Due Diligence 🔍💼📈
8️⃣ Regulatory & Ethics Advisory ⚖️🧑‍⚖️🌱
9️⃣ Training & Workshops 🎓🧑‍🏫📅
🔟 Emergency Response & Crisis Management 🚨⏱️🛡️

Delivery Models

💼 Retainer | 📦 Project Fixed-Fee | 🔄 Equity-for-Services

Languages & Jurisdictions
🇺🇸🇪🇺🇬🇧🇨🇳🇯🇵