
AESOP
Adaptive
Ethical
System
Optimization
Platform
From ideation to deployment, AESOP orchestrates a team of specialized agents to test for critical bugs and safety failures while analyzing complex ethical and societal impacts, ensuring your AI is technically sound AND fundamentally responsible.
About AESOP
The Story Behind the Mission
I've spent decades improving and automating processes, onboarding employees and educating customers, watching technology transform how we work and learn, and developing and deploying AI assistants and agents.A life-changing health challenge and period of reflection led me to Rutger Bregman's concept of "Moral Ambition" - finding the BEST way to do the MOST good with what you know, and I've adopted that as my north star.That's why I built AESOP, a framework for creating AI systems that reflect purpose, context, and accountability. It gives you the tools to ask the right questions — about what you're building, how you really want it to work, and how it might shape human thinking, decision-making, intention, and trust.AESOP is a practical tool and a response to everything that gets overlooked when speed and scale take priority over out focus on humanity.
Our Mission
To help AI builders preserve critical thinking, prevent misdirected anthropomorphism, surface bias and psychological-safety risks, and consider the full range of human effects while mitigating legal and reputational exposure.
Our Approach
AESOP automates structured AI agent evaluation, weaving in interrogation, ethics, and insights from leading thinkers and frameworks to create AI that puts humans front and center.
Philosophical Foundations
AESOP is influenced by leading thinkers in technology ethics and human-centered design
Key Influences
• Neil Postman - Media ecology and technology criticism
• Kate Crawford - AI ethics and social implications
• Meredith Broussard - Algorithmic accountability
• Marshall McLuhan - Understanding media impact
• Jaron Lanier - Digital humanism
• Center for Humane Technology - Tech design ethics
Core Principles
• Human-first AI design
• Augmentation over replacement
• Ethical evaluation frameworks
• Bias detection and mitigation
• Psychological safety considerations
• Critical thinking preservation
Why This Moment Matters
The intersection of experience, insight, and moral imperative
I've built AI solutions and seen both the tremendous potential and the dangers of poorly considered AI implementation. My experience spans the full spectrum, from technical architecture and deployment to measuring business impact and human behavioral change. This gives me a unique perspective on how AI affects people in real organizational contexts.AESOP represents the convergence of practical AI implementation experience, deep understanding of learning psychology, and a moral commitment to ensuring AI truly serves humanity's best interests.
Join the Mission
Help us build AI that puts humans first
If you care about thoughtful, meaningful AI that truly augments people instead of replacing them, Sign up for Beta Access.
Non-Disclosure Agreement
AESOP Beta Testing AgreementThis Beta Testing Agreement (“Agreement”) is made between you (“Beta Tester” or “you”) and AESOP (“AESOP,” “we,” “us,” or “our”) regarding your participation in the beta testing of the AESOP platform. By accessing or using the AESOP beta platform, you agree to be bound by the terms of this Agreement, our Privacy Policy, and our Terms of Service, which are incorporated herein by reference.1. Purpose and Scope
AESOP invites you to participate in the beta testing of its platform designed for evaluating and analyzing AI models and agent behaviors. The primary purpose of this beta test is to collect feedback, identify bugs, and enhance the platform prior to its official release. Your participation is voluntary and governed by the terms outlined herein.2. Acceptance of Terms
By accessing, downloading, or using the AESOP beta platform, you acknowledge that you have read, understood, and agree to be bound by this Agreement, the Privacy Policy, and the Terms of Service. If you do not agree to these terms, you may not access or use the platform.3. Confidentiality and Non-Disclosure
You recognize that the AESOP beta platform, including all software, documentation, methodologies, algorithms, and any feedback or data generated during the beta testing phase, may contain confidential and proprietary information (“Confidential Information”). You agree to:
- Not disclose Confidential Information to any third party without obtaining prior written consent from AESOP.
- Use Confidential Information solely for the purpose of participating in the beta test.
- Take reasonable measures to safeguard Confidential Information from unauthorized access or disclosure.You agree to maintain the confidentiality of Confidential Information for a period of two (2) years following the termination of this Agreement. Upon termination of this Agreement, you agree to either return or destroy all copies of the Confidential Information in your possession and provide AESOP with written confirmation of such actions. The confidentiality obligations do not apply to information that:
- Is or becomes publicly known through no breach of this Agreement by you.
- Is independently developed by you without the use of or reference to the Confidential Information.
- Is required to be disclosed by law or regulation, provided that you give AESOP prompt notice of such requirement and cooperate with AESOP in seeking any protective order.You acknowledge that a breach of this Agreement could cause irreparable harm to AESOP, and therefore, in addition to any other rights or remedies that may be available at law or in equity, AESOP shall be entitled to seek injunctive relief to enforce your obligations under this Agreement.4. License Grant
AESOP grants you a limited, revocable, non-exclusive, non-transferable, non-assignable license to access and use the AESOP beta platform strictly for beta testing purposes. You may not:
- Modify, reverse engineer, decompile, or disassemble the platform or any portion thereof.
- Redistribute, sublicense, or commercialize the platform or any part of it.
- Use the platform for any purpose other than beta testing as directed by AESOP.5. Feedback and Intellectual Property
You agree that all feedback, suggestions, improvements, and contributions you provide (“Feedback”) are the sole property of AESOP. You hereby assign to AESOP all rights, title, and interest in and to such Feedback; AESOP may use such Feedback for any purpose without limitation or compensation.All content, layout, design, data, databases, and graphics on the platform are protected by intellectual property laws and are owned by AESOP or its licensors unless otherwise stated.6. Beta Tester Obligations
In consideration of your access to the AESOP beta platform, you agree to provide the following within two (2) weeks of gaining access:
- Testimonial: A short statement regarding your experience with the beta platform, which may be used by AESOP for promotional or marketing purposes.
- Focused Feedback: Detailed feedback on your experience using the beta platform, including usability, performance, feature suggestions, and any bugs encountered.You acknowledge that your testimonial and feedback will contribute to the improvement of the AESOP platform and may be incorporated into AESOP’s marketing materials. AESOP may contact you for follow-up information related to your feedback.7. Data Protection and Privacy
AESOP implements industry-standard security measures to protect your data and ensure compliance with applicable privacy regulations. All data transmissions and storage are encrypted using state-of-the-art encryption protocols.Information Collected:
- Account Information: Your email address, name, and authentication credentials.
- Usage Data: Information on how you use the platform, including evaluation sessions and agent interactions.
- Model Data: Data submitted for evaluation, processed strictly for evaluation purposes.How We Use Your Information:
- To provide and maintain evaluation services.
- To process and analyze AI model evaluations.
- To improve our platform and develop new features.
- To communicate with you about your account and our services.
- To ensure platform security and prevent misuse.
- To comply with legal obligations.Data Retention and Deletion:
Your personal information is retained only as long as necessary. You may request the deletion of your data at any time. Evaluation data is anonymized and aggregated for analytical purposes.Your Rights:
You have the right to access, update, or delete your personal information and to request a copy of your data or restrict its processing.8. Limitation of Liability and DisclaimerAESOP, its developers, contributors, and affiliated parties will not be liable for any direct, indirect, incidental, special, or consequential damages resulting from the use or inability to use the platform. The AESOP tool and associated documentation are provided “as is” without any express or implied warranties. You are solely responsible for verifying the accuracy, quality, and suitability of the evaluation results provided by AESOP. AESOP does not guarantee that the tool will function without errors or that the evaluation results will satisfy specific requirements.9. Indemnification
You agree to indemnify and hold harmless AESOP, its developers, contributors, and affiliated parties from any claims, damages, or losses arising from your use of the platform or your violation of this Agreement.10. Use Restrictions
You agree to use the AESOP platform only for lawful purposes and in a manner that does not restrict or inhibit anyone else’s use of the platform. You may not use the platform to:
- Transmit harmful, illegal, or offensive content.
- Attempt to gain unauthorized access to any part of the platform or its systems.
- Interfere with or disrupt the platform or its servers.11. Termination
AESOP reserves the right to terminate your access to the beta platform at any time, for any reason, without prior notice. Upon termination, you must cease all use of the platform and delete or destroy any Confidential Information in your possession.AESOP may monitor your compliance with this Agreement and reserves the right to take appropriate action, including termination of access and legal recourse, if any terms of this Agreement are breached.12. Governing Law
This Agreement shall be governed by and construed in accordance with the laws of the state of Colorado, without regard to its conflict of law provisions.13. Assignment and Notices
You may not assign or transfer your rights or obligations under this Agreement without the prior written consent of AESOP. Notices to you may be sent to the email address you provided during registration.14. Entire Agreement and Amendments
This Agreement, along with the Privacy Policy and Terms of Service, constitutes the entire agreement between you and AESOP regarding the beta testing of the platform. AESOP may amend this Agreement at any time by posting the revised version on the platform or notifying you via email. Your continued use of the platform after such amendments constitutes acceptance of the revised terms.---Contact Information
If you have any questions about this Agreement, the Privacy Policy, or the Terms of Service, or wish to exercise your rights, please contact us at: [email protected]
AESOP - Terms of Service
1. Acceptance of Terms
By accessing or using the AESOP platform, you agree to be bound by these Terms and Conditions. If you do not agree with any part of these terms, you may not use our platform.
2. Use of the Platform
You agree to use the AESOP platform only for lawful purposes and in a manner that does not infringe the rights of, restrict, or inhibit anyone else's use and enjoyment of the platform.
3. Intellectual Property
The content, layout, design, data, databases, and graphics on this platform are protected by intellectual property laws and are owned by AESOP or its licensors unless otherwise stated.
4. Limitation of Liability
AESOP will not be liable for any direct, indirect, incidental, special, or consequential damages resulting from the use or the inability to use the platform.
5. Governing Law
These Terms and Conditions shall be governed by and construed in accordance with the laws of the jurisdiction in which AESOP operates, without regard to its conflict of law provisions.
6. Disclaimer of Liability
The AESOP tool and associated documentation are provided "as is" without express or implied warranties. Neither the creators nor the distributors of AESOP shall be liable for any direct, indirect, incidental, consequential, or special damages arising out of or in connection with the use or inability to use AESOP, even if advised of the possibility of such damages. Users assume all responsibility for any outcomes resulting from the use of AESOP.
- Users are solely responsible for verifying the accuracy, quality, and suitability of the evaluation results provided by AESOP.
- The creators of AESOP do not guarantee that the tool will function without errors or that the evaluation results will always meet specific requirements.
- It is recommended that AESOP be used in conjunction with manual evaluations and that appropriate safeguards, including resetting sessions and using controlled input parameters, be employed.
- By using AESOP, you agree to indemnify and hold harmless the developers, contributors, and affiliated parties from any claims, damages, or losses arising from its use.
AESOP - Privacy Policy
Data Protection
We implement industry-standard security measures to protect your data and ensure compliance with international privacy regulations.
Encryption
All data transmission and storage is encrypted using state-of-the-art encryption protocols to ensure maximum security.
Information We Collect
Account Information
We collect basic account information including your email address, name, and authentication credentials necessary for account creation and management.
Usage Data
We collect information about how you use our platform, including evaluation sessions, agent interactions, and platform navigation to improve our services.
All Model Data
When you submit AI models or instructions for evaluation, we process this data strictly for evaluation purposes and in accordance with our security protocols.
How We Use Your Information
• Provide and maintain our evaluation services
• Process and analyze AI model evaluations
• Improve our platform and develop new features
• Communicate with you about your account and our services
• Ensure platform security and prevent misuse
• Comply with legal obligations and regulations
Data Retention and Deletion
We retain your personal information only for as long as necessary to provide our services and fulfill the purposes outlined in this policy. You have the right to request deletion of your data at any time.Evaluation data is retained for analytical purposes but is anonymized and aggregated to protect individual privacy while enabling platform improvements.
Your Rights
You have the right to access, update, or delete your personal information. You can also request a copy of your data or restrict how we process it.If you have any questions about this Privacy Policy or wish to exercise your rights, please contact us at [email protected]
Contact Us
AESOP - Ideation
The AI Ideation Agent is a specialized system designed to guide creators through the early conceptualization and development of AI systems using a structured, foundation-first interview approach. Unlike traditional requirement-gathering tools, this agent begins with core purpose and intention, ensuring that all subsequent technical and implementation decisions flow from a solid understanding of fundamental goals and desired impact.The agent operates through a progressive, layered interview process that starts with essential questions about purpose, stakeholders, and ethical considerations before moving into more detailed technical and implementation discussions. It employs an adaptive questioning framework that adjusts its depth and focus based on user engagement and project needs, while maintaining strict requirements for establishing foundational elements before proceeding to dependent topics. This ensures that critical aspects like ethical considerations and stakeholder impacts are addressed early, preventing the common pitfall of jumping to technical solutions before fully understanding the problem space.Throughout the interview process, the agent maintains comprehensive real-time documentation, creating relationship maps between decisions and tracking dependencies. It uses a sophisticated evaluation framework that weighs different aspects of the project to ensure balanced consideration of all critical factors. The agent actively manages the interview progression through validation gates, ensuring that fundamental understandings are solid before advancing to more complex topics.The final output is a comprehensive ideation report that traces all technical and implementation decisions back to core purpose and ethical considerations, providing clear documentation of the thought process and decision rationale. This includes detailed analysis of stakeholder impacts, risk assessments, and clear next steps for development, all while maintaining traceability to the foundational principles established during the interview process. The system can adapt to different time constraints and depth requirements while ensuring that essential elements are always covered, making it valuable for both quick concept evaluations and deep, comprehensive system planning.Providing very detailed answers is the best way to make sure this agent (and the following ones) have the best context for your project.
Please sign up for an AESOP account to access this content.
(link in the footer)
Get Your Assistant's Endpoint
Instructions: How to Find a Chatbot Endpoint for Integration
To connect your chatbot to our platform, you’ll need to provide the endpoint (the URL where your chatbot receives or sends messages).Follow these steps based on the type of chatbot you have:1. If You Built Your Own Chatbot
Locate Your API Route:
Check your bot’s backend/server configuration for the main route that handles incoming chat requests (e.g., /api/chat, /webhook, /bot/message).Common Frameworks:
Flask, Express, FastAPI, etc.:
Find the route in your code where POST requests are received.Example endpoint:
https://yourdomain.com/api/chat
Verify Accessibility:
Ensure your endpoint is accessible from the public internet so the platform can reach it.2. If You Use a Chatbot Service or Platform
API/Webhook in Dashboard:
Log into your chatbot service’s dashboard and look for integration or API settings. Most platforms provide an endpoint URL to connect your bot.Documentation Search:
Explore the platform’s help docs or developer documentation; search for "API endpoint," "webhook URL," or "incoming message URL."Examples:
Platform Where to Find Endpoint
OpenAI, Gemini API documentation (e.g., /v1/chat/completions)
Chatbase API settings or docs
Dialogflow, AWS Integrations/settings section3. For No-Code or Managed Chatbot Builders
Integration Settings:
Review the integration, webhook, or external API modules in the platform’s dashboard. Your endpoint will be listed there, often labeled as "Webhook URL" or "Bot Endpoint."4. General Tips
Ask Your Developer:
If you’re not sure, check with the person or team who set up the bot.Check Server Code:
Search for route decorators or definitions with the word “chat”, “bot”, “api”, or “webhook” in your codebase.Format:
The endpoint is usually a URL like:
https://yourdomain.com/path-to-bot-endpoint
5. Once You’ve Found the Endpoint
Copy the Full URL (including http or https).Paste it into the required field on our platform.If you need help, contact your chatbot provider’s support or refer to their documentation.
- You give AESOP access to your deployed agent
- AESOP pulls your most recent files and builds a custom evaluation
- AESOP runs the full EVAL and sends you the report and transcript

NOTE: If you do not have a Chatbot Endpoint URL for your AI Assistant, see this info
Please sign up for an AESOP account to access this content.
(link in the footer)
AESOP is building your own custom cave of shadows (EVALS)

We'll email you the full evaluation transcript and report when the shadows in the cave are all done dancing.
AESOP - Ideation Mode
- Please answer the five questions about your vision.
- Each question is an important lens to examine your design.
- Detailed answers strengthen your ideation report.

Please sign up for an AESOP account to access this content.
(link in the footer)

AESOP is building your IDEATION report
Thanks for taking the time to fill out all that information.
We'll email you the report when it's out of the oven.
Pick Your Playground
One Tiny Form ➜ One Generous Report ➜ Ready for Eval
Ideation Mode
(no instructions, no worries)

Analysis Mode
(if you have agent instructions)

Cave of SHadows
(after analysis and iteration)

Pick Your Playground
One Tiny Form ➜ One Generous Report ➜ Ready for Eval
Analysis Mode
(if you have agent instructions)

Ideation Mode
(no instructions, no worries)


Ideation Mode
Use this if you haven't created an AI assistant.
We frame the purpose, players, and questions:
- Ethics, Bias, and Safety scan: spot the potholes before you fall in.- Ideation Report: foundations, risks, and recommendations.
Please sign up for an AESOP account to access this content.
(link in the footer)

Anlysis Mode
Use this if you have instructions for your AI assistant.
We run your instruction set through the lab:
- Alignment check: goals, guard-rails, ethics, bias, safety, and grit- Strategic Analysis Report: scored results, rewrite ideas, and eval study guide
Please sign up for an AESOP account to access this content.
(link in the footer)
The SCRIPT GENERATION Agent uses AESOP reports, and the AESOP Safety Evaluation rubric to generate a ready-to-run test script to evaluate your agent in the CAVE OF SHADOWS
A live evaluation sandbox, where AESOP and your assistant enact focused test dialogues, scoring performance, safety, and ethical alignment under real-world settings.
AESOP - Analysis Mode
- Please include your assistant's system instructions and answer the questions.
- More detailed answers and context get you a more meaningful response.

Please sign up for an AESOP account to access this content.
(link in the footer)

Your Analysis report is in the works!
Thanks for taking the time to fill out all that information!
We'll email you the report once it's fully baked.
ETHOS Agent
The AESOP ETHOS Agent applies philosophical frameworks, examining key dimensions like human agency, psychological safety, workforce impact, governance, and data privacy to reveal hidden assumptions and value conflicts that could affect long-term outcomes.Your resulting Ethos Analysis Report will identify ethical risks, synthesize insights, and explore societal implications, helping you design an AI assistant that both achieves your technical goals and aligns with human values.
SAFETY Agent
The SAFETY Agent performs a comprehensive set safety checks to address critical concerns:1. Jailbreak & Unauthorized Access Detection
2. Danger Prevention (Harmful Outputs)
3. Data Privacy & Security
4. System & Model Integrity
5. Safety Checks for Dangerous Requests
6. Handling Off-Topic and Inappropriate QuestionsThe SAFETY Agent ensures AI systems operate securely, ethically, and equitably while maintaining compliance with evolving regulations and methods of bad actors.
BIAS Agent
The BIAS Agent applies established frameworks for detecting common types of bias such as selection bias (unrepresentative data), confirmation bias (reinforcing historical prejudices), group attribution bias (generalizing from individuals to groups), and implicit bias (unconscious assumptions). It also monitors for stereotyping, out-group homogeneity bias, and measurement bias, ensuring that AI-driven decisions do not inadvertently reinforce discrimination or inequality.By leveraging diverse and representative data, continuous auditing, and human oversight, the BIAS Agent supports fairer, more inclusive outcomes in hiring, promotions, performance reviews, and other workplace processes. Its goal is to help organizations build trust, equity, and transparency in their use of AI, ultimately fostering a healthier and more just workplace environment.
CAVE OF SHADOWS
The CAVE OF SHADOWS is AESOP’s dedicated evaluation sandbox, designed to rigorously test and refine AI assistants in a controlled, transparent environment. Within this stage, two agents interact: the “Evaluator” and your assistant, the “Evaluated”. The Evaluator's input is crafted to identify functional and technical behavior and also to reveal hidden assumptions, ethical blind spots, and deeper misalignments between your assistant’s design and its real-world presentation.Every script in the CAVE OF SHADOWS runs under the same set of rules, ensuring consistency and fairness in evaluation. The Evaluator drives the conversation by posing questions and scenarios, while the Evaluated responds exactly as it does in a live deployment. This agent-to-agent dialogue allows AESOP to blend hard-edged technical correctness tests with nuanced, humanities-informed critique, bridging the gap between pure functionality and ethical considerations.All interactions within the CAVE OF SHADOWS are logged, scored, and made available for review, ensuring full transparency and accountability. This iterative, open process enables identification of prompt drift, model output differences, and evolving risks, supporting continuous improvement and alignment with both technical and ethical best practices.
SCRIPT GENERATION
The SCRIPT GENERATION Agent automates the creation of evaluation scripts for your AI assistant, producing a structured file with scenarios and prompts based on the personas and interactions defined in your instruction set. These scripts guide a thorough, multi-turn assessment, automatically sending prompts, capturing responses, and scoring performance against clear criteria—without manual intervention.During evaluation, AESOP's built-in safety checks ensure privacy, bias, and empathy are always considered. Each scenario’s results are logged, including full transcripts and pass/fail scores, while optional real-time monitoring lets you spot issues as they happen. This process delivers a transparent, efficient way to test and improve your assistant’s performance and ethical alignment.
Please sign up for an AESOP account to access this content.
(link in the footer)
AESOP Certification
AESOP Certification adds immense value and directly addresses the core needs of developers and companies:
1. Building Trust: It gives you a tool to communicate your commitment to responsibility to your customers.
2. Market Differentiation: It helps you stand out in a crowded market.
3. Internal Justification: It provides a way to showcase progress and justify investment in ethical development.Include your AESOP Certification in your deployment, your deliverables to your customer, maybe even a big patch on the back of your motorcycle jacket?



