The GenAI Workflows We Actually Run (and the Ones We Threw Away)

The internet is a noisy place, filled with gurus proclaiming GenAI will revolutionize your business while you sleep. We’ve been there, eyes wide open, trying to make sense of the hype. As a lean, two-person studio, P2V Labs can’t afford to waste time on shiny objects that don’t deliver. So, we dove headfirst into the GenAI current, not to replace ourselves, but to see where it could genuinely augment our craft and operations. What we found was a stark difference between the marketing fluff and the tangible value.

Cutting Through the Noise: Our GenAI Philosophy

At P2V Labs, based right here in Ahmedabad, Gujarat, we’ve built our business on a commitment to editorial aesthetics and deeply personal client relationships. We craft brand films, social reels, and stunning food and product photography for clients ranging from bustling restaurants to growing D2C brands. With over 150 restaurant shoots under our belt and more than 5 million views across client reels, our success isn't just about technical skill; it's about taste, judgment, and a human understanding of what makes content resonate. This is why our approach to GenAI has always been cautious, practical, and heavily filtered through a "does this actually make our work better, or just faster?" lens. When the GenAI wave started, like many founders, I felt that initial rush to integrate everything. We experimented with tools that promised fully automated social media calendars, AI-generated marketing copy, and even automated video editing. Most of it felt… off. It lacked the P2V signature, that refined, restrained style that clients come to us for. It quickly became clear that while GenAI offers incredible potential for `AI automation for business`, its place in our visual storytelling process wasn’t at the creative helm. Instead, we found its true power lay in the mundane - the setup and the cleanup.

Where GenAI Actually Earns Its Keep: Scaffolding, Not Solutions

Our most successful `GenAI workflows` are those that act as intelligent assistants, providing a first draft or a structural framework that my co-founder Payal and I then meticulously refine. Think of it less as a co-creator and more like a very efficient intern who can summarize, structure, and draft, but needs human oversight for quality control. Here are some specific, unglamorous, but incredibly effective applications:

• First-Draft Captions and Metadata: After a long day on set, whether we're shooting a new menu for an Ahmedabad eatery or a product line for a D2C brand, the last thing we want to do is write fifty unique Instagram captions and exhaustive metadata tags. We feed our GenAI tool key information - shoot concept, client brief, target audience, specific keywords - and it generates a range of initial options. These are never used as-is. Instead, they serve as a springboard. We'll pick the best few, infuse them with the client's voice, add our editorial flair, and ensure they meet our high standards. This shaves hours off post-production admin.
• Shot-List Scaffolding: For brand films or complex product shoots, detailed shot lists are crucial. Before a big brand film shoot, I’ll input the script, the client’s brand guidelines, and key visual references into a GenAI tool. It’s surprisingly good at generating a preliminary shot-list that covers basic angles and transitions. This isn’t a creative director; it's a detailed note-taker. I then take this scaffold, walk through the studio, or location, and inject the actual creative vision - specific camera movements, lighting ideas, and the emotional arc we want to capture. It gives me a strong starting point, allowing me to focus on the truly creative aspects.
• Transcript to Timestamped Highlights: We often shoot long-form interviews for brand films. Manually reviewing hours of footage to pull out key soundbites and timestamp them is tedious. We use GenAI to transcribe the audio and then, with specific prompts, ask it to identify and timestamp compelling quotes or narrative beats based on keywords or sentiment. This drastically speeds up our editing workflow, making it easier to pinpoint the gold in hours of raw footage.
• Lead-Response Drafting: Our inbox can get flooded, especially when we’re actively running campaigns. For initial inquiries that don’t immediately fit our established services - like bespoke requests outside our ₹8,000 reel packages or ₹35,000 brand films - we use GenAI to draft polite, informative holding responses. These responses confirm receipt, briefly outline our services, and set expectations for a personalized follow-up from either Payal or myself. It keeps our response times low, even if we’re tied up on a shoot.
• Repetitive Admin: Beyond client-facing tasks, GenAI helps with internal admin. Summarizing long email threads, drafting internal meeting agendas, or even structuring outlines for internal training documents. It's the kind of repetitive work that, while necessary, pulls our focus from creative and client-centric tasks.

"GenAI isn't a replacement for creative vision, but a potent force multiplier for the groundwork. It handles the 'what if', so we can focus on the 'how' and the 'why'."

The GenAI Workflows We Threw Away - And Why

Not every experiment was a success. Many `GenAI development` tools promise the moon, but deliver a generic, bland imitation of creativity. We quickly learned that anything client-facing that was generated end-to-end by AI simply didn’t pass our quality test. * Fully Automated Social Posting: We tried platforms that promised to auto-generate and schedule posts based on our content library. The result? Generic copy, poorly chosen hashtags, and an overall loss of the authentic P2V voice. Our clients come to us for unique visual systems and compelling stories, not templated content. The human judgment required to select the perfect still, craft a caption with nuance, and understand the cultural context for our Ahmedabad audience is irreplaceable. Automated posting removed the very judgment that made our work good. * AI-Generated Brand Pitches or Proposals: While GenAI can help draft bullet points, a full pitch or proposal generated by AI felt impersonal and formulaic. Our proposals, especially for our monthly retainers which start at ₹25,000, are highly customized. They reflect our deep understanding of a client's brand, their market, and our specific strategy to help them achieve their goals. An AI simply cannot replicate that level of strategic insight or personal connection. * Image Generation for Client Concepts: While interesting for exploration, presenting AI-generated images to clients for concept approval was a no-go. The output often had a synthetic quality, and more importantly, it removed the collaborative process of ideation and sketching that builds trust and alignment. Our editorial, restrained aesthetic is carefully cultivated, and AI often struggles with that specific nuance.

Our Golden Rule: Automate the Setup and the Cleanup, Never the Taste

This is the core lesson we’ve learned. GenAI excels at producing volume and structure from raw inputs. It can lay the bricks, but it cannot design the building, nor can it ensure the architectural integrity or the aesthetic appeal. For a visual content agency like P2V Labs, where our brand is built on unique vision and meticulous execution, taste is non-negotiable. Our high retainer renewal rate - over 90% - isn’t just because we deliver stunning visuals; it’s because we deliver *thoughtful* visuals. Visuals that understand the client’s brand identity, connect with their audience, and tell their story in a way that truly stands out. That requires human discernment, empathy, and creative flair. For a restaurant owner trying to manage their social media, this means using `content automation` to draft initial menu descriptions, but always having a human review and infuse them with the restaurant’s unique charm and voice. For a D2C founder, it’s about automating inventory updates or customer service FAQs, but personally crafting the heartfelt launch announcement or the brand story that connects with their community.

The Future is Augmented, Not Replaced

As GenAI continues to evolve, we’ll keep experimenting, always with our founding principle in mind. We’re not looking for a magic button that creates art; we’re looking for smart tools that free up our time to *make* more art, to spend more time on set, to connect more deeply with our clients, and to innovate new visual solutions. Our client portal at clients.p2vlabs.in is where the final, human-refined magic lives. GenAI is a powerful assistant, not a substitute for the human element. It handles the scaffolding, so Vrithik and Payal can focus on the soul.