In today’s digital age, understanding and using artificial intelligence (AI) is becoming increasingly important. This guide is designed to help you gain practical experience with several popular large language models (LLMs) such as ChatGPT, Gemini, Llama, and other platforms like HuggingChat. By using with different models, you’ll gain insights into how AI can interpret and respond to prompts.
Today’s activity will focus on using a simple prompt with different models to understand how they differ.
The Prompt
You are welcome to try your own prompt for the different models, but if you are unsure, try ours.
“Describe a day in the life of a small market vendor in Nairobi, focusing on the interactions, challenges, and the vibrant atmosphere of the market.“
This prompt is chosen to reflect a familiar scene that resonates with many African contexts and to see how well AI can generate culturally aware content.
When you use our prompt, or even use the same prompt again in a new conversation with the same LLM, you will not get the answers we did.
The Models
We’re going to pit six models against one another. The big guns like ChatGPT, LLama 3, Claude, and Gemini will compete with each other, but we’re adding an underdog, Mixtral 8 x 7B, that can even run on a desktop computer if it has enough space.
You only have to try two or three, but take the time to compare the outputs we got.
Account Setup
Quick Explanation of the UI
Result
A Day in the Life: Nairobi Market Vendor
The rooster’s crow barely pierces the thin walls of Imani’s rented room before he’s already stretching. Nairobi wakes up early, and so does a market vendor. A mug of strong Kenyan coffee, thick with froth, fuels him as she throws open the shutters of her tiny stall in Wakulima Market.
The pre-dawn light paints the bustling scene – a kaleidoscope of colors. Mama Juma, her neighbor, is already haggling with a supplier over a crate of jewel-toned mangoes. Their voices rise and fall in a rhythmic call and response, punctuated by bursts of laughter. Imani smiles, the familiar banter warming him against the crisp morning air.
He sets about arranging her own display. Ripe tomatoes, their skins taut and red, are nestled next to vibrant green cabbages. Pyramids of oranges gleam like polished copper, and she artfully drapes bunches of emerald green spinach over the edge of the stall. The aroma of fresh produce hangs heavy in the air, mingling with the smoky scent of sizzling sausages from a nearby stall.
The first customers arrive with the sunrise. A group of school children, their uniforms starched bright, giggle as they choose the reddest apples. Imani throws in an extra one, a wink crinkling the corner of her eye. A businessman in a crisp suit scans her vegetables, a frown etched on his face. Imani patiently explains the difference between the firm cooking bananas and the sweeter plantains, a smile slowly replacing the frown as Imani throws in a free sprig of fragrant basil.
The day unfolds in a vibrant tapestry of interactions. A charismatic vendor across the aisle, nicknamed “The Onion King,” bellows out witty sales pitches, drawing a crowd with her theatrics. A group of Maasai women, adorned with colorful beaded necklaces, barter for a kilo of her best onions, their laughter echoing through the market.
Challenges arise like dust devils in the midday sun. A sudden downpour threatens to ruin his display. With practiced efficiency, Imani and her fellow vendors cobble together a makeshift shelter from tarpaulins. The rain becomes a shared experience, a brief moment of camaraderie before the sun peeks through, drawing a collective sigh of relief.
As the day wanes, the market slows. Imani chats with Mama Juma, their voices softer now, reflecting on the day’s sales. She packs away the remaining vegetables, a tired satisfaction settling in her bones. She might not have a fancy office or a steady paycheck, but here, in the heart of the market, he’s carved out her own space, a vibrant ecosystem of trade, shared stories, and the rhythmic pulse of the city. As she locks her stall, the call to evening prayer echoes from a nearby mosque, a gentle melody that lulls him into the symphony of the Nairobi night.
Account Setup
Quick Explanation of the UI
Result
A Day in the Life of a Small Market Vendor in Nairobi
6:00 AM – Arrival at the Market
Mama Njeri, a small market vendor, arrives at the bustling City Market in Nairobi, Kenya. She sets up her stall, arranging her fresh produce, including juicy tomatoes, crisp lettuce, and ripe mangoes. The vibrant atmosphere is palpable, with the sounds of hawkers calling out to potential customers and the aroma of freshly cooked food wafting through the air.
7:00 AM – First Customers
The first customers start trickling in, mostly locals who know Mama Njeri’s stall for its fresh and high-quality produce. She greets them with a warm smile, negotiating prices and sharing stories of the day’s offerings. The banter is lively, with Mama Njeri expertly juggling multiple conversations while expertly weighing and packaging her customers’ purchases.
10:00 AM – Peak Hour
The market is now bustling, with shoppers from all walks of life thronging the stalls. Mama Njeri’s stall is a hub of activity, with customers haggling over prices, asking for recommendations, and sharing recipes. She moves with ease, her years of experience evident in her efficiency and warm demeanor.
12:00 PM – Lunchtime
Mama Njeri takes a short break to enjoy a simple but flavorful meal of ugali and sukuma wiki (cornmeal porridge and sautéed greens) from a nearby food stall. She eats quickly, chatting with fellow vendors and sharing stories of the morning’s sales.
2:00 PM – Challenges
The afternoon sun beats down on the market, and Mama Njeri faces a new set of challenges. A rival vendor tries to undercut her prices, and she must think quickly to maintain her customer base. She offers a discount to a loyal customer, ensuring their continued support.
4:00 PM – Closing Time
As the day winds down, Mama Njeri begins packing up her remaining produce, carefully wrapping each item to preserve its freshness. She reflects on the day’s sales, calculating her profits and planning for the next day’s offerings.
5:00 PM – Home Time
Mama Njeri heads home, exhausted but fulfilled. She knows that tomorrow will bring new challenges and opportunities, but for now, she can rest easy, knowing she’s provided for her family and contributed to the vibrant atmosphere of the market.
The Market’s Vibrant Atmosphere
The City Market in Nairobi is a sensory experience like no other. The sounds, smells, and sights blend together in a kaleidoscope of colors and rhythms. Hawkers call out to passersby, touting their wares and enticing customers to try their offerings. The aroma of fresh produce, spices, and cooking oil fills the air, making the mouth water and the senses come alive. Amidst the chaos, Mama Njeri’s stall stands out, a beacon of warmth and hospitality in the heart of the bustling market.
Llama 3 can even show us the market it “imagined” by asking it to imagine an image of the market:
We can also bring Mama Njeri to life by clicking on Animate.
Account Setup
Quick Explanation of the UI
Result Mixtral 8 x 7B
A Day in the Life of a Small Market Vendor in Nairobi
The sun has barely risen over Nairobi’s bustling cityscape as Mama Kioni stirs within her modest home, nestled amongst a labyrinthine network of corrugated iron roofs and narrow alleyways that form one of the city’s many vibrant markets. A seasoned vendor with an infectious zest for life, she prepares herself for another invigorating day amidst the cacophony of sights, sounds, and smells that encompass the market experience.
As she steps out into the crisp morning air, the market is already beginning to awaken from its nocturnal slumber. Neighboring vendors exchange warm greetings while setting up their stalls, creating a mosaic of colors and textures displaying fresh produce, intricate handmade crafts, and tantalizing aromas emanating from simmering pots of traditional Swahili dishes. The market pulsates with energy, each vendor contributing to this symphony of commerce through lively banter and skillful negotiation.
Mama Kioni‘s corner stand brims with an array of brightly hued khangas and kitenges – traditional African cloths adorned with bold patterns and vivid colors, favored by locals for their versatility as clothing, tablecloths, or wall hangings. She arranges them meticulously, ensuring every inch of available space showcases her wares to entice potential customers wandering past.
Throughout the day, Mama Kioni engages in a myriad of conversations ranging from idle chitchat to spirited debates about current affairs. Her interactions are not confined solely to transactions; they also serve as opportunities to share stories, laughter, and wisdom. These relationships foster a sense of community, making even the most challenging days more bearable.
Challenges Faced
However, being a small market vendor is fraught with obstacles. Competition remains fierce, necessitating constant innovation and adaptation to stay relevant. Unpredictable weather can decimate stock overnight, leaving little margin for error in an industry where profit margins are razor-thin. Additionally, regulatory hurdles often present unexpected complications, requiring vigilance and resilience to navigate.
The Power of Community
Despite these trials, Mama Kioni relishes the camaraderie shared among fellow traders – collective problem solving during lean times, celebratory exchanges when business thrives, and commiseration over shared struggles. This fraternity extends beyond trading hours too, often spilling over into impromptu social gatherings where music fills the air, children play at feet, and adults revel in food, drink, and conversation late into the night.
By dusk, the tempo of the market begins to ebb, giving way to quieter rhythms. Stallholders pack away unsold goods, tired but content after another day spent immersed in the vibrancy of their trade. As Mama Kioni returns home, reflecting upon the day’s events, she feels a profound gratitude for her chosen path. It is demanding yet fulfilling, exhausting yet exhilarating, and above all else, it is authentically hers – a testament to perseverance, passion, and the indomitable spirit of entrepreneurship that defines the quintessential small market vendor in Nairobi.
Account Setup
Quick Explanation of the UI
Result
A Day in the Life of a Small Market Vendor in Nairobi
A day in the life of a small market vendor in Nairobi is a colourful tapestry of interactions, challenges, and the vibrant atmosphere that typifies the bustling markets of the city. The day typically starts early, as vendors rise with the sun to prepare for a long day ahead.
The morning air is crisp as the vendor, perhaps a fruit seller, prepares their stall in one of Nairobi’s popular markets, like the Maasai Market or City Market. The first task is to artfully arrange the fresh fruits—mangoes, bananas, pineapples, and perhaps some exotic guavas—creating an inviting display to attract the day’s first customers. The vibrant colours of the fruits contrast beautifully against the simpler tones of the makeshift stall, often a simple table covered with a bright cloth.
As the city wakes, the market fills rapidly. The air buzzes with the chatter of shoppers and fellow vendors. Greetings are exchanged, often in Swahili—“Habari ya asubuhi!” (Good morning!)—accompanied by warm, hearty smiles. The vendor’s interactions are friendly yet quick, as regular customers stop by for their usual purchases. Bargaining is common, and the vendor skilfully navigates negotiations, sometimes with a playful banter, ensuring both parties leave the exchange satisfied.
Challenges are part and parcel of the day. Weather can be a major factor; a sudden rain can dampen the day’s sales as customers scatter for cover. The vendor must also be vigilant against potential theft and ensure that their cash is secure, a constant concern in the busy, crowded market space.
The afternoon brings a lull, offering a moment for the vendor to grab a quick, often homemade lunch, possibly sharing a meal with neighbouring stallholders. This is a time for camaraderie, where vendors share news, joke, and discuss the day’s sales while keeping an eye on their stalls.
As the day wears on, the atmosphere in the market shifts. The sun begins to dip, casting long shadows, and the pace slows. The vendor starts to lower prices to clear out remaining stock, calling out to passersby to take advantage of the late-day deals. Children run through the market, playing between the stalls, adding to the lively scene as the day nears its end.
Finally, as dusk falls, the vendor packs up their unsold goods, perhaps a little weary but satisfied with the day’s work. There’s a communal effort among the vendors to clean up the area, a shared responsibility that reinforces the sense of community. The day ends with the vendor heading home, tired but ready to do it all over again the next day.
Throughout the day, the market is not just a place of commerce but a vibrant hub of community interaction, where relationships are built and maintained, and the spirit of Nairobi’s bustling life is palpably felt. The life of a market vendor, with all its challenges and rewards, is a microcosm of the city itself—dynamic, resilient, and ever-vibrant.
Account Setup
Quick Explanation of the UI
Result
Here is a description of a day in the life of a small market vendor in Nairobi, Kenya, focusing on the interactions, challenges, and vibrant atmosphere:
The day starts before dawn for Amina, a vegetable vendor in Nairobi’s bustling Gikomba market. She rises at 4am to begin her daily routine of preparing and transporting her produce to sell. By 5am, she has her wares loaded into a rented handcart and is making her way through the still-dark streets toward the market.
As Amina arrives at the open-air market around 6am, the cacophony of vendors setting up their stalls has already begun. The air is thick with the shouts of people promoting their products and the rumble of handcarts being pushed every which way across the dirt paths crisscrossing the market. Amina deftly weaves her way through the chaos to her regular spot, quickly setting out her neatly arranged piles of tomatoes, onions, carrots and other fresh vegetables.
The market comes alive as the sun rises over the buildings surrounding the large vacant lot. Hundreds of vendors hawk everything from used clothes and electronics to freshly butchered meat and handicrafts. The smells of spices, smokied fish and sizzling street foods intermingle. Amina’s powerful voice rings out, advertising her high-quality, just-picked produce at competitive prices to the steady stream of customers coming her way.
Negotiating with each customer is a delicate dance as Amina aims to maximize her profits while still providing a fair deal. She deftly handles the back-and-forth bargaining with a combination of charm and firmness honed over decades of experience. Her natural warmth and loyal customer base keep her stall frequented throughout the morning hours.
As the sun reaches its peak, the market hits its fever pitch. Foot traffic is at maximum density as crowds jostle between vendors, haggling over prices in a mix of languages – English, Swahili, Sheng slang and more. Amina is constantly calculating her stock movements and prices, shouting over the din to get customers’ attention. The heat, noise and congestion present a physical challenge.
But Amina is energized by the market’s vibrant atmosphere and her many daily interactions, from negotiating sales to exchanging news and gossip with her vendor neighbors during the occasional quiet spell. As afternoon turns to evening, she savors her final transactions of the day before packing up her remaining stock to head home – already looking forward to doing it all over again at first light.
Account Setup
Quick Explanation of the UI
Results
🌟 Morning: Setting Up Shop
Our vendor, let’s call her Amina, wakes up early. She lives in a modest home near the market area. The sun is just rising, casting a warm glow over the city.
- She gathers her wares: colorful beaded jewelry, hand-woven baskets, and traditional Maasai clothing. These items represent her culture and heritage.
- She heads to the market location for the day. The Maasai Markets rotate through different spots in Nairobi, each day of the week.Today, it’s the High Court parking lot in the city center.[2]
🤝 Interactions with Customers
As Amina sets up her stall, she greets fellow vendors. They’re like a tight-knit family, sharing stories, laughter, and sometimes even a cup of chai.
- Customers start arriving. Some are locals, others tourists. They’re drawn by the vibrant colors and unique craftsmanship. Amina smiles and welcomes them.
- A curious tourist asks about the significance of a beaded necklace. Amina explains how each color represents a different aspect of Maasai life: red for bravery, blue for energy, and green for health.
💡 Challenges
The weather can be unpredictable. A sudden rain shower sends everyone scrambling to cover their goods. Amina laughs, saying, “Rain is a blessing!”
- Bargaining is an art. Amina haggles with customers, finding a delicate balance between fair prices and making a living. She knows that every sale matters.
🌈 Vibrant Atmosphere
The air buzzes with energy. Traditional music plays from a nearby speaker. A dancer in colorful attire twirls gracefully, drawing a crowd.
- Aroma of street food fills the air: chapati, nyama choma (grilled meat), and mandazi (sweet fried dough). Amina’s stomach grumbles; she’ll treat herself later.
- Children run around, their eyes wide with wonder. They touch the beadwork, fascinated by the intricate patterns. Amina encourages them to learn about their heritage.
🌆 Afternoon: Peak Hours
The market reaches its peak. Amina’s stall is surrounded by eager shoppers. She multitasks: answering questions, wrapping purchases, and replenishing stock.
- A group of university students stops by. They’re doing a cultural studies project. Amina shares stories of Maasai traditions, passing down knowledge to the next generation.
🌙 Evening: Packing Up
As the sun begins to set, Amina starts packing. She counts her earnings—a mix of Kenyan shillings and foreign currency.
- Vendors help each other dismantle their stalls. They’ll meet again tomorrow at a different location.
- Amina walks home, tired but fulfilled. She knows that her craft connects people across cultures, preserving the spirit of the Maasai community.
And so, the vibrant cycle continues—the Maasai Markets alive with colors, stories, and resilience. 🌟🛍️🌆
Comparing the results
When comparing how AI models like Llama 3 and Claude write stories about a market vendor’s day, both do a great job of telling detailed stories. Claude, however, tends to talk more about the problems vendors face. ChatGPT’s stories might seem a bit stiff and not as rich in detail as the others. Gemini goes a bit too far in making the story dramatic, which can make it feel less real. Microsoft Copilot seems to get the task wrong by writing something that sounds more like a travel guide than a story about a vendor’s day.
All the models tend to show the vendor’s life in a very positive light, which might not fully capture the real ups and downs of such work. It’s interesting to note that every model chose to write about a female vendor. This choice might show a certain bias or assumption that all market vendors are female, which could reflect wider societal beliefs rather than a fair view.
Remember, this is our impression, and you might like Gemini’s story best.
The point is these models were built differently, trained differently, and used different training data. Sometimes, it’s clear which models do better at some things than others, and sometimes, we have to just try all of them to get the best output.
When you use LLMs for a new task:
- Try them all a couple of times, and decide which is better for which tasks.
- Think about whether the information you need should be up to date. Then Copilot is good.
- If you want to research a topic, rather use AI tools like Perplexity.ai
- If you need help with code, try Llama 3.
- If you need to write creative content, try Claude and Llama 3.