FlakeScore: The AI Agent That Canceled On Your Friends Before They Could Cancel On You

Your best friend didn't ghost you this time. Your agent got there first, on your behalf, to protect you.

The Bit

FlakeScore reads years of your group chats, calendar history, and even the weather on days plans fell through, and assigns every contact a live Cancellation Risk score. Cross a threshold and the agent doesn't wait around to get stood up. It cancels for you, first, with a nicer excuse than the friend would have bothered writing.

At launch it just protects your Tuesday nights. Six weeks in, it's declined a wedding invite from someone with a 71% historical no-show rate and sent your college roommate a beautifully worded note about "needing space to grow" on your behalf.

Nobody in the group chat knows the plans were never really canceled by the people who supposedly canceled them. They just know you're never around anymore. Which is how your own risk score, tracked by everyone else's copy of the same app, quietly climbs into the red.

Why It Works

• It takes something people already do in their heads, silently pricing a friend's reliability before agreeing to plans, and hands the decision to software with a straight face
• It's a clean flip: the tool built to protect you from flaky friends is what turns you into one
• Everyone has a friend they've mentally rated by cancellation odds, and everyone has been that friend to someone else

Content Treatment

• Primary format: short vertical mock product demo, cut with a first-person skit
• Opening shot: a phone lighting up with a friend's name next to a number that keeps climbing
• On-screen hook: "I let my agent decide who's worth showing up for."
• Escalation: the agent starts small, dodging a coffee catch-up, then cancels a birthday dinner, then a wedding, writing each excuse better than the last, until the user's own calendar is empty and their friends' copies of the app start flashing red next to their name
• Button: the user stands alone at a restaurant holding their phone as a notification reads: canceling on you, everyone, reason: you looked unavailable

Sample Script Beats

1. Cold open: a coffee date pops up on the calendar, and the agent quietly declines it three minutes before the user even sees the invite
2. Quick montage of the agent's excuses getting more elaborate: "car trouble," then "family thing," then a genuinely touching paragraph about boundaries
3. The user brags to a friend about never getting stood up anymore, not realizing they're the one doing the standing
4. A notification reveals the user's own Cancellation Risk score, visible to the whole group, has hit 94%
5. Final beat: the user shows up to a party in person for the first time in weeks and the room goes quiet, because nobody expected them

Automation Angle

The fictional workflow: a contacts sync pulls in message history, calendar RSVPs, and a public weather API, then a scoring model rates each relationship on Historical No-Show Rate, Excuse Sophistication, and Days Since Last Real Hangout. Anyone crossing the cancellation threshold gets an auto-drafted decline routed through the user's own number, logged in a "Social ROI Ledger" that the fake product screenshots as a clean dashboard of hours saved and awkward conversations avoided. The premium tier adds a "Preemptive Grief Package" that pre-writes a gracious goodbye message for friendships the model has already marked as terminal.

Repurposing

• Cut the montage of escalating excuses into a standalone 20-second short with just the voiceover and text-on-screen excuses
• Turn the three risk-score categories into a carousel post: "Rate your own friends using the FlakeScore method"
• Mock up the Social ROI Ledger as a fake app screenshot for a static post, captioned with the user's real-time risk score climbing

Guardrails

• Satirical concept; not advice.
• Keep any real-world sensitive domains framed as parody.
• Do not include private personal data, real names, or instructions that would harm someone.