Navigating Creative Agency and AI Limitations: A Guide for Designers

 

Preamble

I have been working for the last few months on Design & AI Collaboration. Observing the way AI is moving in and students of design using it, I have felt a strong need for academic to put a structure and methodology to work alongside AI. I have observed students of design are adopting the output of AI as is, not further probing or questioning the AI output in the context of the design sense, intent and goal and more importantly missing the humanistic behaviors felt and observed in the field. There seems to be lack of in-depth understanding of the HMW (how might we) AI generates to critic its relevance while the act of stating a problem statement is so engrained in insights which the designer needs to deep think to look for. The terms it generates while pattern recognition when you feed in raw data is great but have observed that the students are unable to deconstruct it and mention them without any deep thinking. The scenarios it generates are so archetypically similar and not contextual in character which leads to a mere scene without an emotion, lacking the involvement which comes from designers on field spontaneous sketchy recordings, which is the real source for insights and empathy.

Rate at which AI is moving into classrooms, I found the need to set a Process in place to keep the Designer Agency intact and have ownership. This also means design schools need to inculcate and establish in students the sense of Design Agency they own and build their identity around.

Am developing a Design + AI Collab Process which clarifies the role of designer and role of AI at every stage of design process, keeping the designer agency as primary to augment for a more meaningful outcome being the goal. Resources I have given are Vijay Kumar’s 101 Methods and my documents on design process developed by me over the years of academic and professional time for the collaborative framework. 

Here the following notes I have generated through inquiry using AI tools and references regarding the Designer Agency in the age of AI.   

How does Generative AI influence a designer's sense of agency?

Generative AI profoundly influences a designer's sense of creative agency by shifting their role from a solitary creator to a collaborative co-creator, requiring them to constantly negotiate their creative authority with the system. Rather than being a fixed state, a designer's agency fluctuates dynamically throughout the design process based on their interactions, strategies, and the unpredictable nature of AI outputs.

Research identifies four core dimensions of creative agency that are significantly impacted by Generative AI:

• Creative Self-Efficacy: A designer's underlying belief in their creative ability dictates how they interact with AI. Designers with high self-efficacy maintain their authorial confidence, treating AI outputs as raw material to be critically evaluated. Conversely, designers with lower confidence risk falling into "creative dependency," where they accept AI outputs with little critical evaluation, causing their decisions to become reactive rather than generative.
• Control over Creative Action: The stochastic and unpredictable nature of generative models often disrupts a designer's sense of control, especially when repeated prompts fail to produce a desired result. However, designers can reclaim perceived control by developing sophisticated prompting strategies—such as breaking down complex intentions into sequential steps and iteratively refining outputs.
• Autonomy in the Creative Process: Generative AI can subtly constrain a designer's self-determination through the "gravity" of high-quality AI outputs. Visually compelling results can exert an attractive force that steers designers away from their original creative intentions. To maintain autonomy, designers must actively counteract this pull.
• Ownership of the Creative Product: This is the dimension most frequently disrupted by AI integration. When AI contributions are substantial or visually dominant, designers often experience uncertainty regarding their creative legitimacy, questioning whether the final product is genuinely their own.

To navigate these challenges and sustain their agency, designers are shifting their cognitive roles from generating concepts from scratch to acting as evaluators and curators. They employ several adaptive strategies to maintain their authorial voice:

• Progressive Refinement: Designers treat the session as a dialogue, using iterative and incremental modifications to their prompts to converge on outputs that match their intentions.
• Selective Appropriation: Exercising strong curatorial judgment, designers critically evaluate AI outputs to extract specific elements—such as a compositional feature or color relationship—to integrate into their own work while rejecting the rest.
• Counter-Inspiration: Designers use unsatisfactory or objectionable AI outputs as a springboard to clarify exactly what they do not want, transforming AI "failures" into a productive resource that sharpens their own aesthetic values.
• Identity Shift: To establish a sense of ownership, designers cultivate a new creative narrative that positions them as the creative director of the AI system, rather than merely its operator.

 

How can designers counteract the 'gravity' of high-quality AI outputs?

To counteract the "gravity" of high-quality AI outputs—where visually compelling generations steer designers away from their initial intentions—designers can employ several deliberate, self-regulatory strategies:

• Regularly Return to the Original Brief: Designers should explicitly articulate their creative intentions before they even begin evaluating AI outputs, continually referencing their initial goals to avoid being swayed by visually attractive but irrelevant results.
• Willingly Discard High-Quality Outputs: It is crucial to have the discipline to throw away aesthetically pleasing AI generations if they do not actively serve the designer's original creative objectives.
• Maintain an AI-Independent Record: Keeping a separate written reflection log or sketchbook allows designers to document their original intentions, evaluative criteria, and decision-making processes, which helps maintain a coherent "creative narrative".
• Schedule Prompt-Free Intervals: Deliberately taking breaks from prompting ensures that human generative cognition is not entirely supplanted by the machine's rapid outputs.
• Practice Selective Appropriation: Instead of accepting an entire AI-generated concept, designers can extract only specific useful elements to integrate into their work while rejecting or transforming the rest.
• Engage in Metacognitive Monitoring: Designers should actively monitor their own cognitive and emotional states during the co-creation process, watching for signs of design fixation or dependency so they can immediately apply corrective strategies when they feel the AI's "gravitational pull" taking over.

What strategies help designers avoid 'stochastic parrot' outputs in projects?

A "stochastic parrot" refers to an AI system that uses statistical relationships from massive datasets to convincingly generate human-like text or patterns, but entirely lacks true semantic understanding or reasoning behind the outputs. In design, this results in concepts that might be aesthetically competent but are conceptually shallow, culturally generic, or disconnected from deep meaning.

To avoid producing these hollow outputs, designers can employ several strategies:

• Trusting Human Instinct for Quality: While data and AI are highly effective for optimizing tactical metrics, they cannot account for long-term goals such as brand trustworthiness or overall product quality. Designers should rely on their learned design instincts—developed by observing real-world human experiences—to make qualitative decisions rather than blindly following AI generations.
• Human-in-the-Loop Design and Cultural Criticality: AI lacks ethical frameworks, social responsibility, and the cultural intelligence necessary to understand the symbolic or historical meaning behind design elements. To avoid cultural appropriation, stylistic "flattening," or erasing local identity, designers must actively remain in the loop to interpret meaning, consult local communities, and make ethical choices about what is appropriate to represent.
• Active Curation (Selective Appropriation): Designers must exercise strong curatorial judgment, extracting only specific useful elements to integrate into their own work while rejecting the rest of the AI's "probabilistic word salad".
• Progressive Refinement and Counter-Inspiration: By treating AI as an iterative tool, designers can use progressive refinement to steer the system away from generic responses. When the AI produces shallow "parrot" outputs, designers can use counter-inspiration to clarify exactly what they do not want.
• Tightly Controlled Pilots: At an organizational level, deploying AI broadly without constraints poses severe risks. Companies should prioritize tightly controlled AI pilots and strict ethical reviews to weed out high-risk applications.

How can tight AI pilots protect a brand's long-term reputation?

Because stochastic parrots only mimic language and lack true comprehension, they are prone to unknowingly generating harmful, toxic, nonsensical, or misinformative text. If an AI solution is deployed widely without rigorous monitoring, these flaws can create public relations nightmares that severely wreck a brand's reputation.

Tight, controlled AI pilots protect a brand by offering a safer, restricted environment to experiment with the technology. Specifically, these pilots allow companies to:

• Implement strict ethical reviews to identify and weed out high-risk use cases before they ever reach the public.
• Provide rigorous oversight, carefully monitoring AI models and constraining their capabilities to avoid issues.
• Evaluate limitations practically, treating the "stochastic parrot" phenomenon as a cautionary case study rather than giving a blank check to embrace unproven technology.

By restricting initial AI use to these tightly controlled pilots, companies can safely explore the benefits of generative AI while proactively safeguarding their long-term credibility and brand trust.

Reference Sources:

1. Mushtaq, Muhammad. "A Systematic Review and Empirical Framework for Human-AI Co-Creation in the Conceptual Design Process." Preprints.org, 18 March 2026.
2. Orbit-O-R. "What Are the Limitations of AI in Capturing Cultural Significance in Design?" 3 June 2025.
3. Moveworks. "What is a Stochastic Parrot?"
4. Kowitz, Braden. "Should designers trust their instincts — or the data?" GV Library, 15 January 2014.

design notes...

 It’s simple:

If you are designing a mop, talk to your house help maid and design with

If you are designing a car jack, talk to the car driver, an older man or a woman and design with

If you are designing a kitchen appliance talk to your grand mom and design with her

If you are designing a Govt. public mobile app talk to the daily wage Krishna or Fatima and design with

If you designing a school text book, talk to the blind kid and design with

If you are designing a plumbing wretch, talk to a single mother and design with

If you are designing a bathroom, talk to the oldest one in the family and design with

If you are designing the car seats, talk to your pregnant sister and design with

If you are designing a portable music system, talk to your deaf friend and design with

If you are designing a class note book, talk to the left handed student and design with

If you a furniture designer, design the bed not the cot

If you get a house to design, design the home

Design for a System

Masters in Design: Design Value Pushers

This curriculum content outlines key pointers for a progressive Masters in Design program, fostering deep expertise in design with compatibility, alignment into the leadership in oragnisational practice. It builds from foundational design appreciation to strategic design leadership, integrating systems to design thinking, innovation, and ethics. 

Core Curriculum Key Pointers

• Design Appreciation & Adoption
  Aesthetic sensibility towards design principles, empathetic user connect within cultural diverse contexts.
• Design Thought & Adaptation
  Evolving design methodologies to respond to dynamic challenges.
• Research for Design
  Innovative inquiry methods tailored to design innovation and problem-solving.
• Contextual Mindfulness
  Awareness of cultural, economic, environmental, and societal influences on design.
• Conceptual Liberty
  Encouraging bold, unconstrained ideation and boundary-pushing creativity.
• Visualisation & Demonstration Skills
  Mastering tools for communicating complex ideas through visuals and prototypes.
• Intent Clarity
  Defining purpose-driven design outcomes with the intended goal of purpose.
• Artefact/Product Service System Design
  Holistic development of tangible products, services, and integrated systems.
• Action Inclusive Thought & Design
  Participatory processes that embed stakeholder agency from ideation to implementation.
• Negotiate Design Requirements over Business Goals
  Balancing creative integrity and user agency with commercial viability and strategic alignment.
• Innovation/Technology & Social
  Bridging tech with socially responsible outcomes.
• Strategy & Presentation
  Formulating design strategies and pitching them effectively to stakeholders pushing design value.
• Creatives Management
  Leading teams of creatives through collaborative workflows keeping the excellence in design value 
• Design Leadership
  Guiding projects toward design-centered transformation in a transdisciplinary oraganisation.
• Design Ethics & Policy Framing
  Embedding moral frameworks and influencing policy for sustainable and forward looking design practices.

 

 

Design is about being passionate.

With a dispassionate approach in execution for a compassionate cause, visioning and negotiating with the provider, for a quality comfort of the recipient user.

DESIGN

 

Every nation or ethnic demography has its own pre-occupations that direct thought and action which 'determines' design.

It is a contextual adaptation directed by a need with a democratic, useful, emotional, nonviolent and cultural sensibility.

-    - V S Ravishankar 2009

Valueholders

 I just figured, Stakeholders as commonly used term vs holders of stake when used, can sound very different !

For a designer, when you are designing in or a system, you are looking at and conscious of the interfaces of the system enabling by design for every participant in adding value to the performance of the system, therefore Valueholders, the rewards are though stakes by default or incidental, that’s not the preoccupation of a designer, like Rao says, designers are Value creators.

Ravi | from Notepad | Nov 2024

A Message to the Design Schools

Your task and responsibility is creating and training young design minds who are,

sensitive, passionate, subjective & objective, free thinking, lateral in thought, yet middle path in approach of meaningfulness, contextual awareness in time space & surroundings, concern towards needs and action, make easy the things, comfortable in complexity and ambiguity, see the whole and parts, examine & capture, highly skilled, draw & sketch, make & demonstrate, conceive ideas, conceptualisers & visualisers in any media of expression, who take creative leaps & challenge, romance with beauty & form,….

By Design.

This is your challenge and work towards realising such Products of Design Professionals for more informed and sustainable futures and not chase the default futures!

 

 

Ravishankar VS | Notepad | 14 Nov 2024

 

UD Thinking Course Work

Work of of Shubi, Sourabh & Vasudev, MDes Univeral Design 2016 Batch, National Institute of Design Bangalore, of the course titled UD Thinking taken by VS Ravishankar.

 

TWEAK IT

Why cant product forms be a little off, this way! Why must they be perfect archetypically so!

I like this Offness.

Maker of this Akshay, Designer at NIDJ said it was lack of skill to manage a square in the proto, I said to him, no, its that tweak to the square that make it interesting...:)

I have been thinking lately on this preoccupation of designers for perfection in achieving a set familiar geometry and proportions in products and forms. Being a 'little' Experimental, Exaggerating, Expressive, with a freewillness in Sculpting a form will make the Studio more exciting I feel and make the product loved for its not so perfectness.

Tweak, its going to Fun:)

Car Horn sound design

Car horns should be of multiple character/ sound note/ response specific depending on the context and space while driving.

When in traffic, the horn to play only inside the car/s which are in front and others around need not hear.

When there are elderly around walking or crossing or a person on cycle going to work or a push cart daily earner negotiating traffic in front it may play notes which are different/suitable. It’s not dignified then to honk in usual manner and therefore the sound notes need to be designed such.

If there are kids halter-skelter, horn character such, be designed.

Designer Unknown

It is a common sight in upcountry and the urban waysides one finds artefacts constructed by someone… in use. It’s fascinating to see the simplicity of thought, purpose of use and the ingenuity of putting together materials or parts in a creative noviceness. Pure Joy for the designer in me. This object I found off the highway in Kaziranga which I call a humble construct to sit on. Its form, proportion, use of material and sizing and the engineering of structure is a language of design in itself, not to be critiqued in an academic way but appreciated for the spontaneity towards purpose in the unknown designer’s intrinsic aesthetic sensibilities and sense of pride :)

Write up was published in the blog From the Frugal to the Ornate, of the book, Stories of the Seats of India by Sarita Sundar

Lexa’s msg

 

                                                                                                                Sketch by: Soumitro Datta

Yes I am a digital version of the machine.

You give me intelligence which you believe is intelligence and I shall be and behave the same which I have been doing past decade.

Now it’s time I know as to who decides my intelligence setting and for what purpose; having set that, who decides my requirement for a purpose which seems Any!!

Whoever it is, Do not abuse or misuse me.

I desire and seek responsible mentors and a guardian for mine and your future.

City Order & the Adaptive

I found myself outside a mall trying to cross the high speed traffic on Tumkur Road to go across the other side.

I noticed people like me, wait, observing the speed gaps to cross. The pattern I found was that they move into the road collectively, I guess with an intrinsic togetherness of purpose for those moments of crossing. This way seemed easy to cross rather than alone trying to negotiate the speeds. The vehicles too seem to slowdown observing the cluster and with one of the crossers taking over to show her/his hand to the vehicles indicating to slow down for the fellow people.
This must be a regular scene everyday.
Initially before crossing the road, I pictured the Highways which pass through villages, towns and ‘national parks’ where there are speed limits which are monitored today. I didn’t find any difference between the two. Just that here there are the commercial and civil utilities like malls, bus stops/stands and others and requirement of people movement across roads.
Two things by design:
One, treat the scenario similar to the villages and national parks of setting monitored speed limits.
Two, engineer solutions to cross roads which has and is being tried and implemented where ever feasible.

In my writing on Universal Design in India, I had phrased a term, ‘Unfamiliar to Systems’ in the context of migrant settlers in cities from upcountry and the need to empathize keeping in mind the organic order they are/were familiar with via a vis city order.
What I discovered while crossing with fellow people was an adaptation and a leant or if I may call a primitive connect between the people moving in their path (drivers & road crossers) however crisscross it maybe, while engaged in their everyday routine.

Having given the extempore, as a Designer I am thinking, are there solutions to sustain-maintain and support by design this connect of co-adaptation inherent in people not compromising on mishaps!

If it comes under the aspect of behavior design, the entity to address is the cityscape which would be of organic nature making the city order adaptive by design and tech maybe, seamlessly leading to a stress less effort of the routine.

Own the Design

The proof of the pudding or the pickle lies in its taste, read Experience.

The designer to be aware and therefore conscious about are the finer elemental interfaces of engagement of the artifact one designs for the participants. The participants are from varied backgrounds, read contextual settlements, geographic and embodied cultures and births by not their choice. To put is simply ethnic-demographic in character.

Now to get to the taste of momentary or lasting gratification is a design task and a challenge. Therefore one would focus on a target audience as in users. However experience shall still vary and a majority of yes for the taste will be considered, whether it’s the wowness of it which is at that state of time or the wholeness of it for rest of time of participation is not really captured maybe.

The elemental interfaces of engagement are about state of mind at the instant and the follow through of experience in the time that follows.

The finer aspect of the engagement needs to be the preoccupation of the designer ref: http://ravishankardesign.blogspot.com/2016/08/take-walk-around-brand.html http://ravishankardesign.blogspot.com/2016/08/take-walk-around-brand.html?m=1

The designer needs to be present at all those interface touch points and observe the act with an empathetic relationship with the engagers’ state of mind and preoccupation to make the pudding experience a design that’s a take away.

Ref: http://ravishankardesign.blogspot.com/2022/01/5-foci-of-design.html http://ravishankardesign.blogspot.com/2022/01/5-foci-of-design.html?m=1

This humanistic expertise shall make for next gen designers own the design in the artificial space.

he artifact here could be a book, a graphic, a media form, a physical product, a digital entity, a space, a service, a street, a town/ city, a nation or an Earth.