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Phase 2 of my Governance IQ dataset is ready to move from raw research to repeatable insight, and I need your help. The purpose of this phase is two-fold: 1. Craft a set of realistic Power Platform tenant-environment scenarios that accurately mirror what admins see in the Power Platform Admin Center. Each scenario must surface the governance signals I care about—apps and flows, connectors and agents, users and licensing, environments, DLP policies, usage patterns, and any governance risks. 2. From those scenarios, design a robust system prompt for a large-language model so that, when the model is given a short scenario description, it returns a complete tenant-state JSON document ready for analytics or downstream automation. Scope of work • Write clear, narrative-style scenarios that cover multiple environment types (e.g., dev, prod, training) and reflect real-world governance challenges. • Define or refine the JSON schema (if adjustments are needed) so every required field—object counts, policy settings, license allocations, usage and entitlement consumption—has an unambiguous place. • Build the LLM prompt (few-shot or instruction-tuned style) so the model reliably converts each scenario into valid JSON without hallucination. • Provide sample interactions: the plain-English scenario you feed the model, the resulting JSON, and a brief commentary on why the output meets governance expectations. Acceptance criteria • At least eight distinct tenant-environment scenarios delivered in a single document. • A system prompt (and any supporting examples) that produces syntactically correct JSON matching the agreed schema in ≥95 % of test runs. • Example JSON files validated by a linter and by round-tripping through the Power Platform Admin Center export where feasible. I can supply the Phase 1 baseline data and the preliminary JSON schema as soon as we start. Familiarity with Power Platform governance concepts, PowerShell Admin Center cmdlets, and prompt engineering for OpenAI or Azure OpenAI will make the work faster, but a sharp eye for detail and structured data quality is what matters most.
Project ID: 40478287
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29 freelancers are bidding on average ₹22,810 INR for this job

Hi there, I'm Cora May, and I can help you turn your Phase 2 Governance IQ dataset into repeatable tenant-state scenarios and a dependable LLM system prompt. I’ll craft 8+ realistic Power Platform tenant-environment narratives (dev/prod/training) that mirror what admins see in the Power Platform Admin Center, including apps/flows, connectors/agents, users/licensing, environments, DLP policies, usage patterns, and governance risks. Then I’ll refine or lock your JSON schema so every governance signal has an unambiguous field for analytics and downstream automation. Next, I’ll write an instruction-tuned system prompt with guardrails (valid schema enforcement, constrained enums, count/consistency checks) so scenario-to-JSON outputs remain syntactically correct with minimal hallucination. I’ll also include sample interactions: scenario text → resulting tenant-state JSON → a short explanation of why it satisfies governance expectations. Quick questions: Also, do you already have a target JSON schema version/validator (e.g., JSON Schema draft or a specific linter) you want enforced?
₹27,750 INR in 1 day
3.8
3.8

As a Full-Stack Developer with over 10 years of experience, my specialty lies in creating clean, functional solutions tailored to meet unique project requirements. This means handling complex tasks like crafting distinct tenant-environment scenarios and ensuring JSON document accuracy, which is crucial for your Phase 2 project. My Proficiency in working with JSON ensures your JSON schema will be defined accurately and furnished with relevant name-value pairs. With Power Platform governance concepts already within my knowledge base, I can understand the data your project entails quickly. Moreover, I have extensive experience and can provide real-world Microflow examples to demonstrate that my solutions deliver exactly what governance expects. I am well-versed with Azure OpenAI, which is transformative for prompt engineering - one of the core areas of your project. Finally, you can rest assured that your project is in safe hands as I maintain full transparency throughout the project lifecycle. I'll keep you fully informed about progress every step of the way. In case you require post-completion assistance or support, it's an integral part of my client ethos to provide it without hesitation. So let's collaborate and make this Phase 2 of Governance IQ dataset an absolute success!
₹25,000 INR in 7 days
3.4
3.4

Hi there, As an ambitious advocate of the "Aesthetic Logic" approach to problem-solving, I bring a unique blend of skills and experiences to your Power Platform project. My background spans across various verticals, giving me an edge when it comes to data analytics, LLM integration and prompt engineering. The structured mindset required for Technical Writing strongly aligns with your project's need for clear-cut JSON scenarios and robust system prompts. I am confident that I can meet your needs. I understand the impact good governance has on technology platforms like Power Platform, and I recognize the need for complete, accurate, and actionable insights derived from your dataset.
₹25,000 INR in 3 days
1.5
1.5

I have hands on experience with Power Platform governance, Power Platform Admin Center, and prompt engineering for OpenAI and Azure OpenAI, and I can deliver both parts of this assignment cleanly. I will write eight or more distinct narrative tenant environment scenarios covering dev, prod, and training environments and surfacing the governance signals you care about, including apps and flows, connectors, agents, users and licensing, DLP policies, usage patterns, and governance risks. From those scenarios I will define or refine the JSON schema to ensure every required field has an unambiguous place, then build a few shot or instruction tuned system prompt that reliably converts each plain English scenario into valid, syntactically correct JSON matching the agreed schema. I will provide sample interactions showing the input scenario, the resulting JSON output, and commentary on why each output meets governance expectations. All JSON examples will be validated by linter and round tripped where feasible. Please share the Phase 1 baseline data and preliminary schema as soon as you are ready and I can confirm timeline immediately. My rate is fully negotiable.
₹25,000 INR in 7 days
0.8
0.8

Hello, As an experienced ??-??????? ???S and ???l-Stack Developer, I have extensive knowledge of Large Language Models (LLMs) and Software Development leveraging ?rtificial ?ntelligence. This project aligns perfectly with my areas of expertise and the kind of work I find exceptionally gratifying. I have a proven track record of handling complex projects and transforming raw data into coherent, actionable insights. Your need for comprehensive Power Platform Tenant-State scenarios, robust system prompts, and clear JSON documentation is right up my alley. With brilliance in areas like AI Model integration, MLOps, and structured data management, I assure you an end-to-end solution that meets your requirements with precise accuracy. Additionally, Python being one of my core programming languages, I've got hands-on experience dealing with data in JSON format, using APIs to interact with platforms and automation frameworks like PowerShell, making me ready to hit the ground running for this project. Let's work together to create impactful scenarios and a robust LLM prompt that will take your Governance IQ dataset to the next level! Thanks!
₹12,500 INR in 4 days
0.0
0.0

Hi there, I just read your posting. It sounds like you’re embarking on an exciting Phase 2 of your Governance IQ dataset. I’m well-equipped to assist with crafting realistic Power Platform tenant-environment scenarios that mirror what admins encounter in the Power Platform Admin Center. My experience in software development and data governance, coupled with a keen eye for structured data quality, aligns perfectly with your requirements. I can write narrative-style scenarios encompassing various environment types, refine your JSON schema, and build a robust LLM prompt to ensure accurate JSON outputs. Furthermore, I’ll deliver at least eight distinct scenarios, alongside a clear system prompt and supporting examples that meet your governance expectations. My familiarity with Power Platform governance concepts and proficiency in prompt engineering will enhance the quality and reliability of the outcomes. Let me know if my profile resonates with your needs, and we can discuss this project further. Best regards, Elijah M.
₹27,750 INR in 1 day
0.0
0.0

✨✨✨ Hello, Client ✨✨✨ Leveraging my eight-plus years of experience as a Full-Stack Developer, I offer a unique intersection of Automation, CRM Systems, and Structured Data Quality that aligns exceptionally well with your project requirements. My automation-first mindset has consistently eliminated manual work for my clients while fostering the connectivity between tools and data. This is precisely what you need - a sharp focus on backend systems, workflow automation, and CRM integrations that deliver scalable, reliable systems in production. My familiarity with PowerShell Admin Center cmdlets and my experience in prompt engineering for OpenAI will undoubtedly expedite the process. However, what matters most is something I pride myself in - a meticulous eye for detail and structured data quality. Trust me to provide you clean JSON schema that uniquely captures objects counts, policy settings, license distributions, usage patterns and entitlement consumption. It's worth noting that I've previously served industries such as SaaS, e-commerce, healthcare, fintech, and professional services; streamlining operations through automating complex processes. When we work together, you can rely on my knowledge and expertise to craft realistic tenant-environment scenarios mirroring real-world governance challenges that accurately reflect what admins see in the Power Platform Admin Center. Let's transform your raw research into actionable insights! Cheers,
₹27,750 INR in 1 day
0.0
0.0

Hi there, Phase 2 of your Governance IQ dataset is a classic "garbage in, garbage out" challenge. If the narrative scenarios don’t explicitly capture real-world tenant risks—or if the JSON schema lacks rigid field validation—the LLM will inevitably hallucinate under pressure. I can help you build a robust system prompt that hits your \ge95\% syntactic accuracy target seamlessly. Here is exactly how we will execute this: Scenario Mapping: I'll craft the 8+ narrative scenarios (Dev, Prod, Training) ensuring they surface the exact governance signals you need: DLP policies, license allocations, and orphaned flows. Schema & Prompt Tuning: I’ll refine your preliminary JSON schema and design a structured, instruction-tuned system prompt optimized for OpenAI/Azure OpenAI to eliminate hallucinations. Linting & Validation: Every output will be validated using a JSON linter and stress-tested against standard Power Platform Admin Center export structures. Quick question: Are we leaning heavier on environment-level DLP isolation risks or user-level licensing consumption anomalies for the core risk scenarios? Ready to review your Phase 1 data and schema as soon as you share them. Best regards,
₹25,000 INR in 2 days
0.6
0.6

Hi, I can help turn your Governance IQ Phase 2 research into repeatable Power Platform tenant-state scenarios and a reliable JSON-generation prompt. I would deliver: - realistic tenant/environment scenarios covering dev/prod/training, apps, flows, connectors, agents, users, licensing, DLP, usage and governance risks - a tightened JSON schema/data dictionary so each governance signal has a clear field and expected type - an instruction/few-shot LLM prompt that converts short scenario descriptions into complete tenant-state JSON - sample generated JSON outputs and validation notes so the dataset is ready for analytics/automation. My approach would be to first lock the target schema, then create representative scenario patterns, test the prompt against them, and iterate until the outputs are consistent and parseable. A few questions: 1. Do you already have a draft JSON schema, or should I propose one from the raw research? 2. How many final scenarios/examples do you want in this phase? 3. Should outputs follow Microsoft naming/concepts exactly as seen in Power Platform Admin Center? 4. Do you want a simple validation checklist or JSON Schema file included?
₹32,500 INR in 7 days
0.0
0.0

Observation: Your project's Phase 2 transition from raw research to actionable insights is crucial for improving governance and insight within your Power Platform tenant environments. At Team Nova Web, we specialize in crafting realistic scenarios and designing robust systems that align with governance signals and real-world challenges. Our expertise in Power Platform governance, structured data quality, and prompt engineering makes us an ideal partner for this project. We will deliver at least eight distinct tenant-environment scenarios, define or refine the JSON schema, and build a reliable LLM prompt for seamless conversion into valid JSON. Our focus on ensuring ≥95% accuracy in test runs aligns perfectly with your project's goals. Let's discuss how we can elevate your Phase 2 project further. Regards, Sebastian M. Founder | Team Nova Web
₹18,750 INR in 7 days
0.0
0.0

Hello, I’m excited to help you transform Phase 2 of Governance IQ into a repeatable, analytics-ready framework for Power Platform. I’ll craft eight or more distinct, narrative-tense tenant-environment scenarios that mirror what admins encounter in the Admin Center, covering dev, prod, training, and other environments, while surfacing governance signals around apps, flows, connectors, licensing, DLP, usage, and risk. I’ll define or refine a precise JSON schema so every field, object counts, policy settings, license allocations, entitlement consumption, and usage patterns, has a clear, unambiguous place, enabling reliable downstream automation. Using a story-led approach, I will also design a robust system prompt (with optional few-shot examples) that reliably converts each short scenario into syntactically correct JSON, matching your agreed schema with high fidelity. I’ll include practical sample interactions: plain-English scenario, resulting JSON, and a concise rationale on how the output meets governance expectations. Deliverables will include: a single document containing at least eight scenarios, a formal system prompt ready for OpenAI or Azure OpenAI, and validated sample JSONs that you can lint and, where feasible, round-trip through the Power Platform Admin Center. If you’d like, I can start by inspecting your Phase 1 baseline data and the preliminary schema to tailor the scenarios to your exact governance signals. Best regards,
₹27,750 INR in 1 day
0.0
0.0

I’m highly experienced in projects like this, so it’s a great fit. I have extensive experience in crafting realistic scenarios and designing robust systems, making me well-equipped to create Power Platform tenant-environment scenarios that align with your governance signals. While I am new to Freelancer, I have tons of experience and have done other projects off-site. I can efficiently write clear, narrative-style scenarios, define and refine JSON schemas, and build reliable LLM prompts. Additionally, I offer to provide a quick first draft for your review. I would love to chat more about your project! Regards, Bester Devenier
₹28,150 INR in 7 days
0.0
0.0

This is a very strong use case for structured prompt engineering and synthetic governance-data generation. What I’d do first is normalize your Phase 1 schema into a strict tenant-state model covering environments, DLP policies, connectors, agents, entitlement usage, licensing, flows, apps, and governance risk indicators so the LLM output stays deterministic and analytics-ready. Then I’ll create realistic multi-environment scenarios that mimic actual Power Platform Admin Center patterns, including shadow IT risks, connector misuse, over-provisioned licenses, inactive flows, unmanaged environments, and policy conflicts. For the LLM layer, I’ll design a constrained system prompt with schema enforcement, few-shot grounding, validation rules, and hallucination guards to consistently generate valid JSON outputs suitable for downstream automation pipelines. A few questions: 1. GPT-4.1, Azure OpenAI, or another model? 2. Existing JSON schema version? 3. Need JSON Schema validation scripts too? -G
₹25,000 INR in 10 days
0.0
0.0

Hi, I can help turn the Phase 1 research/schema into a repeatable Governance IQ scenario and JSON-generation package. I would approach this as a structured data-quality task, not just writing. For the first milestone I will deliver: 1. Eight realistic Power Platform tenant/environment scenarios covering dev, prod, default, sandbox/training, managed environments, connector sprawl, DLP/data-policy conflicts, licensing/entitlement pressure, app/flow ownership, usage patterns, and governance risks. 2. A schema review pass that maps each governance signal into an explicit JSON field, with notes for ambiguous or missing fields. 3. A system prompt plus few-shot examples for converting plain-English scenarios into strict tenant-state JSON. 4. Example scenario inputs and validated JSON outputs. 5. A short commentary for each scenario explaining why the JSON satisfies the governance expectation and which signals should be checked. I already prepared a small sample tenant-state scenario with JSON and a prompt skeleton to sanity-check the structure. After award, I would adapt that style to your Phase 1 baseline data and preliminary schema rather than inventing fields. A couple of clarifying questions I would confirm first: do you already have a required JSON schema file, and should the 95% test-run target be measured with OpenAI, Azure OpenAI, or a model-agnostic JSON validation harness?
₹15,000 INR in 5 days
0.0
0.0

Hello, I'm Osama, and I have seven years of experience building structured, detail-heavy solutions that stay simple to use and reliable in production. Your Phase 2 Governance IQ work is a strong fit for my background because it combines research writing, prompt engineering, JSON design, and data quality. I can help craft realistic Power Platform tenant-environment scenarios that reflect what admins see in the Power Platform Admin Center, including apps and flows, connectors and agents, users and licensing, environments, DLP policies, usage patterns, and governance risks. I can also design a robust system prompt, refine the JSON schema if needed, and provide sample scenario-to-JSON interactions with clear commentary so the output is ready for analytics and downstream automation. I’m comfortable working from your Phase 1 baseline data and preliminary schema, and I can focus on producing a single, well-structured document with at least eight distinct scenarios that meet your acceptance criteria. I can start anytime and work full-time. I look forward to working with you. Thank you.
₹12,500 INR in 4 days
0.0
0.0

Power Platform governance scenarios, JSON schema design, and LLM system prompt engineering — this sits squarely at the intersection of prompt engineering and structured data, which I've done at Marin Software. At Marin I built LangChain/OpenAI pipelines with structured JSON output, few-shot prompting, and schema validation. For this I'd design 8+ realistic tenant-environment scenarios covering dev/prod/training environments with governance signals (DLP policies, connector usage, license allocations, usage patterns), define the JSON schema with unambiguous field coverage, and engineer a system prompt that reliably converts plain-English scenarios to valid JSON at ≥95% consistency. Power Platform Admin Center specifics I'd work from your Phase 1 baseline data — the prompt engineering and JSON schema work is where I add clear value. Can start as soon as you share the Phase 1 data and preliminary schema. What's the target LLM — OpenAI or Azure OpenAI?
₹25,000 INR in 7 days
0.0
0.0

The hard part here is not just drafting eight scenarios. It is making the tenant-state schema and prompt tight enough that the LLM reliably emits valid JSON instead of plausible governance noise. I have 15 years building production AI/software as a TeamOfOne, including production LLM systems, RAG, agent workflows, structured extraction, evals, and auditable workflow automation. My usual architecture combines deterministic workflow automation (schemas, validators, retries, schedules, audit trail, API handoffs) with non-deterministic LLM reasoning (classification, summarization, dialogue, structured JSON generation). For this project I would keep the LLM bounded by a clear schema, examples, validation checks, and failure-case tests. I would deliver: 8 realistic Power Platform tenant scenarios, a refined JSON schema if needed, a system prompt with few-shot examples, sample model interactions, validated JSON outputs, and a short note on governance-risk coverage for each scenario. I would also include a compact test harness/checklist so you can rerun the prompt and verify the >=95% JSON validity target. Before we lock the full direction, I can send one scenario plus its JSON output as a compact sample so you can confirm depth, terminology, and format. Ready to get started. Best, Kaustubh
₹37,500 INR in 10 days
0.0
0.0

This project perfectly matches my expertise and your vision for a seamless, polished user experience that integrates social networking with real-time audio streaming. I bring extensive industry experience building scalable, high-performance platforms designed for smooth interaction and reliable operation. Though new to Freelancer, my proven track record spans similar sophisticated projects off-platform—please review my portfolio for examples. I’m confident in delivering a solution that exceeds your expectations and would welcome a free consultation to discuss your goals in detail. Looking forward to collaborating and bringing your vision to life!
₹18,400 INR in 7 days
0.0
0.0

Having thoroughly read through your project description, it's well understood that your project primarily hinges on JSON schema, structured data quality, and Power Platform governance concepts. These are areas I am not only highly familiar with but have significant experience in as well. With over 8 years in the industry, I have delivered over 100 projects in timely manner with 100% client satisfaction. My portfolio of work demonstrates this with my expertise in building robust, scalable and efficient systems. I understand that attention to detail is paramount in this project and should be prioritized above all else. My career has primarily centered around delivering high-quality work solutions which inherently requires an exceptional eye for detail. Moreover, my ability to use PowerShell Admin Center cmdlets will ensure a streamlined integration of your phase one power baslines further accelerating our project timeline. In conclusion, if you're looking for someone who guarantees meticulousness at every step alongside an exemplary grasp of Power Platform governance concepts and JSON schema management - you've found him! With my proficiency in prompt engineering for OpenAI or Azure OpenAI coupled with an impeccable track record, we can effortlessly release powerful insights for your Governance IQ dataset.
₹25,000 INR in 7 days
0.0
0.0

Drawing on my extensive experience with data analysis and an unwavering commitment to quality, I believe I am a perfect fit for Phase 2 of your Governance IQ dataset project. Through my investment background - where precision and meticulousness are paramount - I have developed the technical writing skills necessary to translate complex data into clear, narrative-style scenarios. Moreover, I have always taken pride in staying up-to-date with the latest market trends - a practice which aligns well with this project's need for a deep understanding of Power Platform governance concepts. Familiarity with PowerShell Admin Center cmdlets and prompt engineering for OpenAI or Azure OpenAI further enhances my suitability, promising you expedited, accurate results. In choosing me, not only do you get someone who can deliver the distinct tenant-environment scenarios you need in a single document but also a professional who will build an LLM prompt that reliably produces valid JSON while meeting your governance expectations. Consequently, your dataset can move seamlessly from raw research to repeatable insight that drives informed decision-making.
₹25,000 INR in 7 days
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