Profiles, matching, and chat—safety tooling and moderation that scale so real connections are not drowned by bad actors.
Help people meet—with verification, reporting, and privacy choices they control
We implement discovery feeds, mutual matching, and messaging with rate limits and abuse detection. Photo verification and optional ID checks reduce catfishing; block and report flows feed moderation queues with SLA targets. Regional age-of-consent rules and content policies are configuration-driven with counsel—not hardcoded guesses.
01 // THE MANDATE
Profiles, matching, and chat—safety tooling and moderation that scale so real connections are not drowned by bad actors.
We implement discovery feeds, mutual matching, and messaging with rate limits and abuse detection. Photo verification and optional ID checks reduce catfishing; block and report flows feed moderation queues with SLA targets.
Regional age-of-consent rules and content policies are configuration-driven with counsel—not hardcoded guesses.
02 // ENGINEERING
Development process
Structured phases—from discovery to launch—with clear ownership and handoff points.
Product ethics (weeks 1–2)
Core loop (weeks 2–10)
Safety scale (weeks 8–14)
Launch (weeks 12–16)
Operate (ongoing)
03 // CAPABILITIES
Core Capability Matrix
The building blocks of your solution
Profiles
photos, prompts, preferences, dealbreakers.
Matching
swipe/stack, filters, distance, premium boosts optional.
Chat
text, icebreakers; photo sending policies.
Safety
report, block, unmatch; emergency resources links by region.
Moderation
queues, automated nudity/classifiers via partners.
Verification
selfie challenge, document tier optional.
Monetization
subscriptions, consumables; restore purchases.
Analytics
activation, match rate, churn, report rate.
Compliance
GDPR/CCPA flows; age gates; data minimization.
Admin
user review, ban appeals, content policy versioning.
04 // DELIVERY LIFECYCLE
The strategic roadmap
Milestones and checkpoints—each phase has a clear outcome before the next begins.
Weeks 1–2: Charter, pilot city, metrics.
Weeks 3–8: Closed beta; moderation 24/7 plan.
Weeks 7–12: Public soft launch; growth experiments.
Weeks 11–16: Feature depth; monetization polish.
Ongoing: Video dates; global expansion.
05 // PRODUCT SCOPING
Choosing your path
Two engagement models—start lean and iterate, or commit to a full platform build from day one.
MVP
Speed & essentialism
Full product
Enterprise maturity
06 // PARTNERSHIP
Why work together
A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.

End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.
- Discovery & alignment
- Systems that scale
- Implementation depth
- Clear comms
07 // CLARITY
Frequently asked
Partner integrations where lawful; clear UX on what is checked and limitations.
08 // MORE SOLUTIONS
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Tell me about your product goals and timeline—I'll respond with a clear path forward.