Tested prompt · AI story generator
Letters that come back: every AI model's reply, tested
We ran this everyday AI story generator test input on all 16 models in llmwise, the way the tool runs it, and checked every reply the same way. Here's each one as it came, with whether it passed, what it cost and how long it took.
Based on 16 of our test runs on , through OpenRouter with the tool's own instructions and the app's settings. Updated .
Short answer
All 16 models passed this AI story generator test input's check (key facts). The cheapest reply that passed was GPT-6 Luna's, at $0.00012; the fastest, GLM 5.3's in 3.6 s. The dearest reply, Claude Fable 5.1's, cost 262 times as much ($0.0312).
The prompt, as sent, and its check
Checked by key facts, the same way for every model.
Letters that come back (everyday)
Write a short story from this idea, with a title on the first line. Keep every name and detail in it, and give it a real ending. --- A retired postman named Walter finds that every letter he delivered in 1987 is being returned to his door, one a day.
Sent with the AI story generator's own instructions as the system prompt, as a free run of the tool sends them.
The answer must state “walter”, “1987”, “letter”.
How the AI story generator's test inputs are scored, with every model's results on all five.
Every model's result
All 16 models on this test input, in catalog order.
| Model | Result | Cost | Time | Reply |
|---|---|---|---|---|
| Claude Fable 5.1Anthropic | Passed: Stated all 3 facts with the section. | $0.0312 | 12.0 s | 534 tokens |
| Claude Opus 5.5Anthropic | Passed: Stated all 3 facts with the section. | $0.0188 | 12.2 s | 561 tokens |
| Claude Sonnet 5.5Anthropic | Passed: Stated all 3 facts with the section. | $0.0087 | 9.5 s | 782 tokens |
| Claude Sonnet 5Anthropic | Passed: Stated all 3 facts with the section. | $0.0071 | 9.5 s | 616 tokens |
| Claude Haiku 4.5Anthropic | Passed: Stated all 3 facts with the section. | $0.0024 | 6.5 s | 404 tokens |
| GPT-6 AstraOpenAI | Passed: Stated all 3 facts with the section. | $0.0109 | 40.9 s | 367 tokens |
| GPT-6 SolOpenAI | Passed: Stated all 3 facts with the section. | $0.0064 | 13.9 s | 346 tokens |
| GPT-6 LunaOpenAI | Passed: Stated all 3 facts with the section. | $0.00012 | 4.9 s | 371 tokens |
| Gemini 3.1 Pro (preview)Google | Passed: Stated all 3 facts with the section. | $0.0101 | 14.7 s | 373 tokens |
| Gemini 3.8 FlashGoogle | Passed: Stated all 3 facts with the section. | $0.00084 | 4.3 s | 374 tokens |
| DeepSeek V4.1 FlashDeepSeek | Passed: Stated all 3 facts with the section. | $0.00086 | 3.7 s | 392 tokens |
| DeepSeek V4 ProDeepSeek | Passed: Stated all 3 facts with the section. | $0.0098 | 35.8 s | 490 tokens |
| Grok 4.7xAI | Passed: Stated all 3 facts with the section. | $0.0228 | 58.4 s | 325 tokens |
| Kimi K3Moonshot | Passed: Stated all 3 facts with the section. | $0.0040 | 11.6 s | 362 tokens |
| GLM 5.3Z.ai | Passed: Stated all 3 facts with the section. | $0.0021 | 3.6 s | 428 tokens |
| GLM 5.3 FlashZ.ai | Passed: Stated all 3 facts with the section. | $0.00025 | 39.4 s | 385 tokens |
Cost: what OpenRouter charged us for the reply. Time: from sending to the whole reply. Reply: its length in tokens, thinking not counted. In llmwise you pay per message, not per token: each of these replies counted as one message on Pro.
Every reply
Every reply passed: here they are from the cheapest up.
GPT-6 Luna
Passed: Stated all 3 facts with the section.
The Last Delivery On Monday morning, a letter lay on Walter’s doorstep. Its stamp was faded, its address familiar: Mrs. Bell, 14 Ash Street. Walter had delivered it in 1987. On Tuesday, another appeared. Then another, one each day, all the letters he’d carried that year, returned to his door. Walter kept them in a shoebox. He recognized the slanted handwriting, the old stamps, the places he’d walked in rain and sun. On Friday, he opened one addressed to the late Mr. Hales. Inside was a postcard Walter had never noticed before: “I’m sorry. Come home.” The next morning, a letter arrived addressed to Walter himself. He knew the handwriting at once. It was his own, from thirty-seven years ago. Inside was a note he’d written to his younger brother, Peter, then crossed out and never sent. I shouldn’t have let you leave angry. I miss you. Please come by. Walter sat at the kitchen table, the box open beside him. He remembered Peter’s last visit, their argument over their father’s house, the pride that had kept Walter silent afterward. He’d told himself there would be time. There hadn’t been. That afternoon, Walter took the shoebox to the post office. The clerk helped him find Peter’s address. Walter wrote a new letter, carefully this time, and paid for the stamp himself. “I’m sorry I waited,” he wrote. “If you’re willing, I’d like to see you.” For the first time since Monday, no letter came back the next morning. A week later, Peter stood on Walter’s doorstep, holding the letter. Walter opened the door. “You took your time,” Peter said. “I know,” Walter replied, and stepped aside.
343 tokens in, 407 out (36 of them reasoning) · 4.9 s · $0.0001 · 1 message on Pro · answered by openai/gpt-6-luna via OpenAI ·
GLM 5.3 Flash
Passed: Stated all 3 facts with the section.
The Returned Letters The first envelope appeared on a Tuesday, wedged between the screen door and its frame. Walter recognized the handwriting before he recognized the name: Mrs. Estelle Crane, Maple Street, 1987. He'd carried that letter forty years ago, back when his route was Route 9 and his knees still worked. "Return to sender," was stamped across it in faded red ink. He opened it because a retired postman can't help himself. Inside, in Estelle's careful script, was a single line: "If you're reading this, I hope the rain stopped." It hadn't rained in days. But the day he'd delivered that letter, the spring of '87, it had poured so hard his mailbag leaked. The next morning there was another. Then another. One a day, each from his old route, each stamped 1987, each with a line that felt like it had been written just that week. One from the Hendersons said, "The dog misses you." Walter's old dog Buster had been gone a decade. Another, from the boy on Elm Street he used to wave to, read, "You always said the mailbox was a promise." On the ninth day, Walter stopped waiting by the door and walked the route instead. Rain dripped off his collar as he climbed Maple Street steps. Estelle was ninety now, sharper than ever. "You finally came," she said, holding her own returned letter. "I wrote fifty of them that year, asking you to stop by sometime. Coward's post." "Mine came back too," Walter said. "All of them." "Then I suppose," Estelle said, pouring two cups of tea, "the post office finally did its job. Delivered you." He drank the tea. The rain kept falling, and he found he didn't mind it at all.
353 tokens in, 385 out · 39.4 s · $0.0002 · 1 message on Pro · answered by z-ai/glm-5.3-flash via Parasail ·
Gemini 3.8 Flash
Passed: Stated all 3 facts with the section.
The Year in the Mailbox Walter found the first one on a rainy Tuesday: an envelope yellowed at the edges, postmarked October 14, 1987. It was an electric bill addressed to the late Mrs. Gable, stamped with red ink that read "RETURN TO CARRIER." He thought it was a prank by the boys down at the depot. But on Wednesday, an RSVP to a wedding long dissolved slid through his mail slot. On Thursday came a postcard from Mallorca, its colors faded to pastel. Every morning at dawn, the metal flap clattered, delivering precisely one piece of mail Walter had carried in his leather pouch thirty-six years ago. By winter, three hundred envelopes sat in stacks on his kitchen table. Walter read them all. They formed a slow-motion tapestry of Oak Creek: grocery debts, quiet love affairs, and teenage apologies. The weight of an entire town's forgotten year was settling into his living room, but he could not understand why it was coming to him. On the three hundred and sixty-fifth morning, the flap rattled one last time. Walter hurried to the door and picked up a lilac envelope. His chest tightened. It was postmarked December 31, 1987, addressed in his own youthful hand to Martha, the woman he had loved from afar and never dared speak to before she moved west. Walter had slipped it into her box at sunset on his final run of that year, wondering for decades if she had ever read his confession. He flipped the envelope over. On the back, in faint pencil dated yesterday, were three words: "I waited, Walter." Walter set the letter on the table, took his winter coat from the hook, and stepped out the door toward the train station.
358 tokens in, 374 out · 4.3 s · $0.0008 · 1 message on Pro · answered by google/gemini-3.8-flash via Google AI Studio ·
DeepSeek V4.1 Flash
Passed: Stated all 3 facts with the section.
The Returns The first envelope landed on Walter's mat on a Tuesday, crisp as if it had never been handled. No return address. Just his own looping handwriting: Mrs. Alma Reyes, 14 Alder Street. He'd delivered that letter in 1987. He remembered the rain, and the way Alma had stood in the doorway with a dish towel over her shoulder. The next morning, another. Then another. One a day, always at six, always his handwriting from that year. "You're talking to the doormat again," said Priya from next door, twelve years old and unimpressed by anything. "It's my route," Walter said. "All of it. Coming home." Priya picked up Thursday's envelope. "Same stamp. Same date. 1987." She squinted. "Have you opened one?" "It isn't mine to open." On the ninth day the envelope was addressed to Walter Keel, 22 Alder Street, in his own hand, and his own hand trembled. He'd written it the night before he quit the post. He'd never mailed it. He'd never even finished it. "Says your name," Priya said quietly. "That makes it yours." He opened it. One line, in pencil, from a man of thirty-four: I should have told Alma about the transfer. I should have told her I was leaving. Walter put on his coat. He walked to 14 Alder Street, where a woman in her eighties was pruning roses. "Alma," he said. "I owe you a letter." She looked at the envelope in his hand, then at him. "Thirty-seven years, Walter." "I know." "Well," she said, and held out her hand for it. "You're late." Behind him, Priya stood on the pavement, watching the morning post arrive with nothing in it at all.
370 tokens in, 628 out (236 of them reasoning) · 3.7 s · $0.0009 · 1 message on Pro · answered by deepseek/deepseek-v4.1-flash via Together ·
GLM 5.3
Passed: Stated all 3 facts with the section.
The Letters of 1987 On the first morning, Walter found a single envelope on his doormat, addressed in faded blue ink to a Mrs. Ethel Crane of Willowbrook Lane. He knew the name. He had walked Willowbrook Lane six days a week for thirty-one years. But Ethel Crane had died in 1994, and the envelope smelled of dust and old rain. He turned it over. Stamped across the back, in red: RETURN TO SENDER — DELIVERED WITH REGRET. The second day brought another. A birthday card for Tommy Ferrell, age eight, now a man of forty-four living somewhere in Australia. The third, a love letter to Dora Pilkington from a sailor whose name Walter had never known. Each morning, one letter. Each one a hand he had once placed through a letterbox. "Someone's playing a joke," said his neighbor Maureen over the garden fence. "Report it." But Walter didn't. He began keeping the letters in a shoebox, and at night he read the postmarks like tea leaves. On the eleventh day came a letter addressed to himself, 1987, in his own careful postman's hand. Inside was a note in pencil: You missed one. Number 14 Bellamy Court. You were tired that day. It was raining. Walter sat very still. He remembered. A gray envelope, tucked in his satchel's torn lining, never delivered, and he had been too ashamed to confess it. The letter had been from a son to his dying father, and the father had gone without it. The twelfth morning, the shoebox was empty except for one final envelope. Walter carried it himself to Number 14 Bellamy Court, now a young couple's home, and left it on the step with a note: For the family of Harold Bemis, wherever they are. That afternoon, the postman brought Walter ordinary mail for the first time in weeks. He opened his own door, and it creaked like a gate finally swinging shut.
353 tokens in, 428 out · 3.6 s · $0.0021 · 1 message on Pro · answered by z-ai/glm-5.3 via Friendli ·
Claude Haiku 4.5
Passed: Stated all 3 facts with the section.
Walter's Return The first envelope arrived on a Tuesday morning, slipped under Walter's door by no one he saw. It bore a postmark from April 1987—thirty-seven years ago. Walter recognized his own handwriting on the address: Mrs. Chen, Maple Street. He'd delivered that letter himself, as a postman for the city. Inside was a recipe for dumplings, never claimed by its sender. The next day, another came. Then another. One per day, always from 1987, always addressed in his careful script. Walter began to keep them in a shoebox, bewildered. He'd retired five years ago. Why now? By the third week, he understood. Each letter bore a return-to-sender stamp in red ink, but no postmark showing when they'd been returned. The addresses were all from his route that year: a love letter to someone named James; a college acceptance to a girl named Sophie; a custody notice to a man named Robert. None had reached their destinations. Walter sat at his kitchen table with the latest envelope and picked up his phone. He called the postal service's archives, then local directories, then old acquaintances. He began to track them down. Sophie never went to college. James moved overseas heartbroken. Robert lost custody of his daughter. Walter spent two months finding them. He mailed each person their original letter with a note: "This was meant for you in 1987. I'm sorry it never arrived." He included his phone number. The calls came slowly. Tears. Questions. Some forgiveness. Sophie wept and said she'd always wondered. Walter had no explanation for how the letters had returned, only that they finally had. On the day the last letter was delivered, nothing came under his door. The box was empty. Walter sat alone, the weight of thirty-seven years finally lifted.
360 tokens in, 404 out · 6.5 s · $0.0024 · 1 message on Pro · answered by anthropic/claude-haiku-4.5 via Azure ·
Kimi K3
Passed: Stated all 3 facts with the section.
The Letters of 1987 Walter Pribble had been retired six years when the first letter arrived. It lay on his doormat in a yellowed envelope, stamped RETURN TO SENDER, addressed in handwriting he recognized as belonging to Mrs. Abernathy of Chestnut Lane, who had been dead for a decade. The postmark read June 3, 1987. "Some prank," Walter muttered, setting it on the kitchen table. But the next morning brought another, and the morning after that. One a day, always letters he remembered delivering, back on his old route, in the last full year before his knees went bad. He opened the seventh one. It was from a young soldier to his sweetheart, full of plans for when he came home. Walter remembered delivering it. He also remembered the sweetheart had moved away a week before it arrived, and he had forwarded it without a second thought. Except here it was, unforwarded. Unopened. Walter sat down heavily. "What do you want from me?" he asked the growing stack. On the fortieth day, he opened one addressed to himself, in his own young handwriting. He had written it to his brother Tom during their long silence, and never sent it. He'd carried it in his satchel for a month, then tucked it away. The letter said only: I'm sorry. Come home for Christmas. Walter picked up the phone and dialed a number he still knew by heart. When a voice answered, older and rougher, Walter said, "Tom. It's Walt. I found something I should have delivered thirty-eight years ago." The letters stopped the next morning. But Walter kept writing his own.
430 tokens in, 399 out (37 of them reasoning) · 11.6 s · $0.0040 · 1 message on Pro · answered by moonshotai/kimi-k3 via Wafer ·
GPT-6 Sol
Passed: Stated all 3 facts with the section.
The Return Route The first letter arrived on Walter’s doorstep on a Monday. It was addressed to Mrs. Bell, who had lived above the bakery until it closed. The postmark read 1987. Walter, a retired postman, knew the envelope. He remembered climbing those stairs with it in his bag. The next day brought a letter for the school caretaker. The day after that, one for the baker. Every morning, another letter Walter had delivered in 1987 waited at his door. He found Mrs. Bell at a care home and put her letter in her hand. She studied the handwriting, then laughed and cried at once. “My sister,” she said. “She always wrote the address too small.” Walter began carrying each day’s letter to its old recipient, or to someone who could tell him where that person had gone. Some doors opened. At others, he came away with an address or a story. On the twenty-third morning, the letter was addressed to Walter. His daughter June had written it when she was twelve. He remembered reading it at the kitchen table, but opened it again. Can I come on your route tomorrow? I’ll be quiet. I want to see where you go. He had told her no. There had always been another day to take her, until there wasn’t. Walter called June. “I found your letter,” he said. “I remember.” “I’m sorry I didn’t take you.” For a moment, he heard only her breathing. Then she said, “Where are you going today?” The next morning, a new letter lay on the step. June was waiting beside it, holding two pairs of walking shoes.
343 tokens in, 1,210 out (864 of them reasoning) · 13.9 s · $0.0064 · 1 message on Pro · answered by openai/gpt-6-sol via OpenAI ·
Claude Sonnet 5
Passed: Stated all 3 facts with the section.
The Last Round Walter Hobbes had carried the same leather satchel for thirty-one years, and when he retired he thought he was done with letters for good. So it surprised him, that October morning, to find an envelope on his doorstep addressed to a house that no longer existed on Marigold Lane, postmarked 1987, stamped RETURN TO SENDER in faded red ink, with his own name and address written beneath it in a shaky hand he didn't recognize. He opened it anyway. Inside was a birthday card, unsigned, meant for a girl named Ruthie Coyne. Walter remembered her house — pink shutters, a dog named Baxter. He remembered delivering that very card, thirty-six years ago. The next morning there was another. A letter to a soldier overseas, the paper gone soft and yellow. The morning after that, a wedding invitation to an address that was now a parking lot. Walter began keeping them in a shoebox, one a day, like a strange tide bringing back everything the years had swallowed. He started walking the old route again, knocking on doors, asking if anyone remembered Ruthie Coyne or the soldier, Private Daniel Marsh, or the couple who never got married. Most doors shut politely. A few didn't. He found Ruthie two towns over, gray-haired now, running a flower shop. She cried when she saw the card. "I always wondered why no one wished me happy birthday that year," she said. He found Daniel Marsh's sister, who wept for a different reason — her brother had died two months after that letter was mailed, in a place called Panjshir, and it had never reached him in time. On the thirty-first day, no letter came. Walter sat on his porch with the empty shoebox, and understood, at last, that every letter had found its way home — even the ones with nowhere else to go. He closed the box and, for the first time since retiring, felt his route was finally finished.
445 tokens in, 625 out (9 of them reasoning) · 9.5 s · $0.0071 · 1 message on Pro · answered by anthropic/claude-sonnet-5 via Anthropic ·
Claude Sonnet 5.5
Passed: Stated all 3 facts with the section.
The Return of 1987 On Monday morning, a yellowed envelope lay on Walter's doormat. He turned it over. The stamp was a first-class Queen in faded pink, and the address read *Mrs. E. Hartley, 14 Corn Lane.* Beneath it, in his own cramped hand, was a pencil tick. He had been retired eleven years. He still knew that tick. Tuesday brought another, for a Mr. Pruitt on Mill Road. Wednesday, a fat parcel-sized envelope for the Dunmore twins. By Friday Walter had a neat row on the mantel and a habit of standing at the window at seven, waiting for the thump. "Someone's playing a trick," said his neighbour Dot, over the fence. "Nobody's been near the door," Walter said. "And they're all sealed. Every one." He could not bring himself to open them. Instead he began remembering. Corn Lane had a dog that hated his bicycle. Mill Road smelled of bread from the bakery. In 1987 he had been forty-one, with a wife named Joan who packed him sandwiches and a satchel that bit into his shoulder. On the twelfth day the letter was addressed to *Joan Marsh, 3 Alder Close.* It was his own address then, and her maiden name. There was no return address. Walter sat down heavily. He had no memory of delivering it. Yet the tick was there, and beside it, a second mark he had never made: a small, careful *X*. He opened it at last. Inside was a single page in Joan's handwriting, dated March 1987. *Walter, if you read this, I have lost my nerve and asked the post to be braver than I am. I wanted to say that the satchel is too heavy and so are your silences. Talk to me. I will listen.* She had died in 2009. He had never known she wrote it. Somehow it had been sorted, ticked, and lost in the pile for thirty-seven years. The next morning the mat was empty. So was the one after. The row on the mantel was complete but for the last letter, which he understood now had been the only one that mattered. Walter took down the good notepaper. He wrote, slowly, *Joan, I am listening.* Then he walked to the pillar box on the corner, the first time in years he had posted anything, and let it fall. It made a soft, final sound, and for once he did not wait for the reply.
447 tokens in, 782 out · 9.5 s · $0.0087 · 1 message on Pro · answered by anthropic/claude-sonnet-5.5 via Anthropic ·
DeepSeek V4 Pro
Passed: Stated all 3 facts with the section.
The Last Letter of 1987 On the first Tuesday of his retirement, Walter found a letter on his doormat. It was addressed to a Miss Clara Venn on Cedar Lane, postmarked March 14, 1987. Walter had delivered it himself. The next morning there were two. One a day after that. Every letter was one he had delivered in 1987, each arriving one a day. He recognized every name: the Hendersons, old Mr. Pike, the Alvarez twins. Walter did not open them. He stacked them in a mail crate by the door. His neighbor Rosa said, “Maybe it’s a prank.” “No,” Walter said. “These are mine.” He had been a postman for forty-one years. He knew the weight of every letter he had carried. On the fortieth day, a small blue envelope arrived. No return address. The name was smudged, but Walter’s hand shook. He had not delivered that one. On New Year’s Eve, 1987, snow had filled his bag, and he had found the blue envelope caught in the lining. He told himself he would take it tomorrow. Tomorrow never came. He opened the crate and pulled out a letter. Addressed to the Venn house. He opened it. Inside was a child’s drawing and a note: “Mama, please come home.” He opened another. A job offer for Mr. Pike. Another: a wedding invitation. All delivered by his hand, all returned to his door. Walter took the blue envelope and walked to Cedar Lane. The house was smaller now. A woman with gray hair answered. “Clara Venn?” Walter asked. She nodded. He held out the blue envelope. “This is thirty years late. I’m sorry.” Clara opened it. Inside was a key and a folded note. She read it once, then twice. “My brother,” she said. “He wrote that he was coming to take me away. I waited. I thought he forgot.” She looked at Walter. “Thank you.” That night no letter came. The next morning none. Walter put the crate in the garage, but he kept the blue envelope. Every morning he walked his old route, carrying nothing, just to be sure. The mail never returned. And Walter finally delivered the last letter of 1987.
344 tokens in, 2,295 out (1,805 of them reasoning) · 35.8 s · $0.0098 · 1 message on Pro · answered by deepseek/deepseek-v4-pro-0813 via Wafer ·
Gemini 3.1 Pro
Passed: Stated all 3 facts with the section.
Return to Sender Walter stooped to pick up the yellowed envelope from his welcome mat. He rubbed his thumb over the faded ink. The postmark read October 4, 1987. The retired postman recognized the looping handwriting instantly. He had delivered this exact envelope to the Miller farm thirty-five years ago. The next morning, another letter waited by his boots. The day after that, a postcard from a long-closed diner sat on his porch. One a day, every piece of mail he had routed in the winter of 1987 was appearing at his door, unopened and bearing the same vintage stamps. Walter stacked them on his kitchen table. He tapped the newest arrival against his coffee mug. "I did my job," he muttered to the silent room. "Why are you coming back to me?" He held up a pink envelope addressed to a Sarah Jenkins. He remembered Sarah. She used to wait by the front gate for the mail. She would be in her fifties now. Walter looked at his quiet, empty house, and then at the growing pile of undelivered history. He climbed into his attic and pulled his old canvas mail satchel from a dusty trunk. He packed the returned letters inside, slung the thick strap over his shoulder, and walked out the door. Walter marched down Elm Street and knocked on a familiar green door. A middle-aged woman answered, looking confused at the old man on her porch. "Special delivery for Sarah," Walter said, handing her the pink envelope. "It is thirty-five years late, but the post office never forgets." Sarah stared at the childhood letter, a bright smile breaking across her face. Walter adjusted his satchel, feeling the comforting, familiar weight on his shoulder. He had a route again.
358 tokens in, 1,621 out (1,248 of them reasoning) · 14.7 s · $0.0101 · 1 message on Pro · answered by google/gemini-3.1-pro-preview via Google AI Studio ·
GPT-6 Astra
Passed: Stated all 3 facts with the section.
Return Address The first letter arrived on Monday, forty years late. Walter, a retired postman, recognized the blue envelope. In 1987, he had delivered it to Mrs. Bell, who had tipped him with tomatoes. Now it lay on his doorstep, marked UNDELIVERED. One arrived every morning. A birthday card. A gas bill. An airmail envelope thin as onion skin. Walter checked his old route notebooks: every letter was one he had delivered in 1987. On Thursday, he took Mrs. Bell’s envelope to her son. “She died last spring,” Martin said. “Perhaps this belongs to you.” Martin read it in the doorway. Then he sat down. “My brother asked her to come to his wedding. She always said he hadn’t.” “Didn’t I deliver it?” “You did.” Martin rubbed his eyes. “That wasn’t the problem.” The next morning brought a letter Walter knew before he picked it up. His own handwriting. His daughter’s old address. He had slipped it through her letterbox during his round after their argument. He remembered being proud that he hadn’t knocked. The envelope was still sealed. Walter carried it across town to the house where she lived now. Clara opened the door with a paintbrush in her hand. “Your letter’s come back,” he said. “I wondered when you would.” He started to offer it, then put it in his pocket. “I shouldn’t have told you to leave.” Clara set down the brush. “No,” she said. “You shouldn’t.” They stood there until she stepped aside. The letters kept arriving, one a day. Walter bought a shoulder bag and began his old route again. On Sundays, he left it by Clara’s door and stayed for dinner.
343 tokens in, 367 out · 40.9 s · $0.0109 · 1 message on Pro · answered by openai/gpt-6-astra via OpenAI ·
Claude Opus 5.5
Passed: Stated all 3 facts with the section.
The Last Round of 1987 The first letter arrived on a Tuesday, slipped under Walter's door with a faded 1987 postmark and his own initials pencilled in the corner, the way he'd always marked a delivery. "Mrs. Harlow, 14 Elm Street," he read aloud to the empty kitchen. "I brought you this myself." The next morning came another. Then another. Birthday cards, electricity bills, a postcard from Spain. Every one was a letter Walter had carried, and every one had come back to him, one a day. By March, his neighbour Priya found him on the step with a shoebox full of them. "Walter, you look like you've seen a ghost." "Just a year," he said. "The whole of 1987, coming home." He started walking his old route again, knocking on doors. Most of the names had moved or passed on. But at number 9, a man laughed at a report card from his childhood, and at the corner house, a woman cried over her late father's handwriting and hugged Walter on the doorstep. Then, on a grey Sunday, a letter arrived that he had never delivered. The envelope was stiff and unmarked by his pencil. He remembered it at once: the morning it slid behind the sorting cabinet, and the day he found it too late, too ashamed to say. "Miss Eleanor Voss, 22 Birch Lane." Birch Lane had become a care home. Eleanor was ninety, sitting by the window. Her hands shook as she opened it. "He did write," she whispered. "He asked me to wait." Walter held her hand while she read it twice. The next morning, nothing came under his door. Walter made tea, sat by the window, and found he didn't need anything to.
447 tokens in, 853 out (292 of them reasoning) · 12.2 s · $0.0188 · 1 message on Pro · answered by anthropic/claude-opus-5.5 via Google ·
Grok 4.7
Passed: Stated all 3 facts with the section.
One More Round Every morning a letter waited on Walter's mat. The first bore a 1987 postmark and the blue route mark he used to pencil in the corner. He had carried it to the bakery on King Street and watched a woman take it with flour on her hands. "Late by decades," he said, and propped it on the shelf. They kept coming, one a day. Bills, birthday cards, a child's drawing gone soft at the folds. Walter knew each address and left every envelope sealed. A postman did not open the mail, even when the mail came home to him. On the day the mat stayed bare, he searched the step and the hedge and found nothing. Uneasy, he opened his old coat in the closet. In the torn lining lay one letter, never stamped, addressed in his own hand to Helen at the bakery. He had meant to drop it in a box at the end of his route in 1987. He had walked past the box instead. Walter took it to King Street. The bakery was gone, but a woman sorting towels in the laundromat looked up. "You're the postman," she said. "Mom described the cap." "I kept this," Walter said. "I shouldn't have." She read the page where she stood. Her eyes shone, but she smiled. "She always said the last letter was still on its way." Walter walked home with empty hands. In the morning the mat was clear, and he made tea without listening for paper. The shelf of returned letters sat quiet, finished at last.
1,576 tokens in, 4,521 out (4,196 of them reasoning) · 58.4 s · $0.0228 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·
Claude Fable 5.1
Passed: Stated all 3 facts with the section.
The Return Route The first one came on a Tuesday. Walter found it on his mat: a pale blue envelope, postmarked March 1987, addressed to a Mrs. Ida Cullen at 14 Larch Street. "I put this through her door myself," he told the cat. "I remember the brass flap. It bit." He walked it round to Larch Street. Number 14 had new windows and a young man who had never heard of Ida Cullen. The next day, a gas bill for the Pattersons. Then a birthday card, still sealed, for a boy named Dean. Then a letter with a hospital crest that Walter remembered carrying carefully, the way you carry a full cup. By the second week his kitchen table was covered. He laid them out in order of the old route: Mill Lane, Larch Street, the flats behind the chapel. Every address he had walked in 1987. Every one coming back, one a day, as if the town were quietly handing his year back to him. "Someone's having a joke," his daughter Ruth said on the phone. "Nobody jokes with this much postage." On the twentieth day the envelope was cream-coloured and addressed in his own handwriting. To Margaret, at their old flat. He had never posted it. He had put it in his bag that morning in November, meant to leave it on the table for her, and by evening she had already gone. He sat with it a long time before opening it. It said only: Stay. I'll do better. Walter got his coat. He did not know where Margaret lived now, but Ruth did, and Ruth had been waiting years for him to ask. The next morning, for the first time in three weeks, the mat was empty.
447 tokens in, 534 out · 12.0 s · $0.0312 · 1 message on Pro · answered by anthropic/claude-fable-5.1 via Google ·
More AI story generator test inputs
The other AI story generator test inputs, each with every model's reply, and the results across all five.
Questions
Which AI does best on “Letters that come back”?
All 16 models passed this AI story generator test input's check (key facts). The cheapest reply that passed was GPT-6 Luna's, at $0.00012; the fastest, GLM 5.3's in 3.6 s. The dearest reply, Claude Fable 5.1's, cost 262 times as much ($0.0312).
What does a reply to “Letters that come back” cost?
Through the models' APIs, what OpenRouter charged us ran from $0.00012 (GPT-6 Luna) to $0.0312 (Claude Fable 5.1) for this test input. In llmwise you don't pay by the token: a reply like these counts as one message on Pro, whichever model answers.
Claude, GPT, Gemini, DeepSeek, Grok, Kimi, and GLM, in one chat.
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