You will get Data Annotation by Legal Domain Expert (RLHF)
Project details
AI models are only as reliable as the data, and human feedback that they are trained on. As a legal professional, I help refine Legal AI models by designing precise legal prompts to test the boundaries of the AI model's reasoning, and performing structured reviews of AI-generated legal responses. The output, is a human prompt/ response, so that the AI model can eventually interact with human users in a natural and reliable way.
While my area of expertise is Contracts, my research skills allow me to delve into other areas of law as well. If the area of law requires an understanding of any branch of science, please message me before placing an order.
If you are evaluating your legal AI model's performance, I provide legally accurate, consistent, and well-documented evaluations.
Please refer to the Gallery Section to get a glimpse of my process.
While my area of expertise is Contracts, my research skills allow me to delve into other areas of law as well. If the area of law requires an understanding of any branch of science, please message me before placing an order.
If you are evaluating your legal AI model's performance, I provide legally accurate, consistent, and well-documented evaluations.
Please refer to the Gallery Section to get a glimpse of my process.
AI Development Type
Deep LearningWhat's included $25
These options are included with the project scope.
$25
- Delivery Time 3 days
- Number of Revisions 2
Optional add-ons
You can add these on the next page.
Additional Revision
+$4Frequently asked questions
About RISHITA
Commercial Contracts - Drafting, Review & Risk Mitigation
Lucknow, India - 1:02 am local time
I protect your business revenue and growth journey by drafting commercially practical, clear and enforceable contracts, designed to reduce legal risks and prevent avoidable disputes.
BUSINESS CONTRACTS: REDUCE RISK BEFORE IT BECOMES A PROBLEM
I work with Start-ups, MSMEs and mid-sized businesses that need contracts aligned with their actual commercial relationships; not generic templates that leave important risks unaddressed.
I can help you:
⇒ Protect confidential information, IP & business relationships through well-structured NDAs and confidentiality provisions.
⇒ Reduce scope creep through clear Statements of Work, deliverables, milestones and change-order mechanisms.
⇒ Protect cash flow through commercially appropriate payment terms and remedies for late payment.
⇒ Reduce exposure through carefully considered limitation of liability and indemnification provisions.
⇒ Avoid unfavourable vendor lock-ins through appropriate termination and exit provisions.
⇒ Convert informal business understandings, emails or handshake arrangements into Standard Terms of Business.
⇒ Modernize outdated or legacy agreements to reflect your current business, operational and legal realities.
⇒ Address founder, investor and equity-related considerations through appropriately structured agreements.
⇒ Clarify the rights, obligations and exit mechanisms of the parties before disagreements become disputes.
Contact me for:
✏️Contract Drafting
• NDAs & Confidentiality Agreements
• Consultancy & Services Agreements
• Employment Agreements
• Co-founders’ Agreements
• Partnership/ LLP Agreements
• Lease / Leave & License Agreements
• Supplier/Vendor Agreements
• Manufacturing Agreements
• Marketing & Distribution Agreements
• Commission Agreements
• Exclusivity Agreements
• Statement of Work (SOWs)
• Standard Terms of Business
• Letters of Intent, Term Sheets & MOUs
• Letters of Award, Renewal / Extension
• Notice to Cure breach
• Letter of Waiver
• US Rental Agreements
🔍 Contract Review
I review agreements for ambiguity, missing protections, inconsistent provisions, risk allocation, commercial implications and provisions that may create friction or disputes later. My goal is to understand what the contract is intended to achieve for your business, and where the drafting may fail to achieve it.
🕵️ Human Review of AI Generated Contract Templates
AI doesn’t understand what’s missing from its training data. It doesn’t understand dynamics between the parties, the way humans do. This is where I come in. If you already have a template that you want to be professionally reviewed, feel free to contact me.
📚 Legal Research & ✍️Legal Writing:
Every final document/ transaction hinges upon the quality of research behind it that fuels a counsel’s understanding of the business, legal and regulatory context. I conduct in-depth legal research and case analysis. I am adept at using research tools.
I write:
• Research Papers
• Articles
• Blogs
🏷️LEGAL AI / RLHF / DATA ANNOTATION (LEGAL DOMAIN EXPERT)
• Craft prompts that test the boundaries of Legal AI model's reasoning.
• Review Legal AI Model's response for accuracy, completeness, reasoning quality, appropriate hedging, clarity and safety. I am open to following any specific instructions, annotation rubric suggested by the Client.
The goal is to refine the model until it can reliably interact with humans like a human. My primary legal specialization is Contract Law, while my research capability allows me to work across other areas of law where required.
🖥LAW FIRM SUPPORT
I provide reliable overflow support for contract drafting, redlining and legal research when workload, deadlines or capacity constraints require additional minds.
MY APPROACH
• Intake & Scoping: I understand the assignment, business context and required outcome before starting (tailored requisition checklist/questionnaire/meeting).
• Settling Terms: Roadmap, milestones, timelines, payment terms, etc.
• Ongoing Clarification: I proactively identify missing information so the work does not stall.
• Execution with Updates: Structured drafting, review or research with clear progress communication.
• Delivery — Work delivered with concise explanations and key points requiring attention.
• Revision & Handover — Responsive revisions and organized final delivery.
STRENGTHS
• Commercial understanding
• Precision
• Risk awareness
• Efficiency & responsiveness
• Confidentiality & professional discretion
My experience across law firms and a public organization has reinforced the importance of accuracy, ethics, confidentiality, and disciplined legal work.
I am familiar with Indian and US legal contexts.
If you need a contract drafted or reviewed, legal research conducted, or Legal AI output evaluated for RLHF, send me the requirement and the relevant background. I will assess the scope, identify the key issues and propose a practical way forward.
Steps for completing your project
After purchasing the project, send requirements so RISHITA can start the project.
Delivery time starts when RISHITA receives requirements from you.
RISHITA works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements & Document Review
Review all information and documents provided by the Client to understand the requirements, scope, and objectives before commencing the work.
Work Commencement & Due Diligence
Begin work based on the available information and proactively seek any additional details or documents required during the course of the assignment.