Integration code in your repo
Branch + PR in your repo, code review with your team, merged behind feature flag.
You already have a platform. You want AI features bolted on without a full rebuild. We wire chat APIs into your existing user table, swap your LLM, add image generation to your DM flow, drop voice notes into your messenger. 6–14 day sprints, fixed quote per integration.
You have a creator platform, an adult chat app, or a paid-content site. You want to add AI — companion chat, image generation in DMs, AI moderation, voice-cloned auto-replies — without rebuilding the whole thing. We do the wiring sprints: 6 to 14 day fixed-quote work that plugs the AI into your existing user table, billing, payouts, and admin panel. Most common integrations: LLM swap (OpenAI → fine-tuned Llama), vector-DB memory layer, NSFW image API into chat threads, voice / TTS into messaging, content moderation on uploads. 50+ shipped, zero downtime cutovers.
Most adult tech founders already have a platform. A creator subscription site. A chat app. A cam platform. A custom-clip marketplace. They built it last year, paying users are on it, it works. What they don’t have is AI features — the things their newer competitors are charging premium for.
You don’t need to rebuild. You need integration work. We bolt the AI in. LLM swap (your OpenAI calls migrated to a fine-tuned Llama 3 hosted on your infra, half the cost, no content refusals). Vector-DB memory layer (Pinecone / Weaviate dropped in so your chat remembers users across sessions). NSFW image generation in your DM flow (creator sends a prompt, AI generates the image, posts in the thread). Voice notes via TTS (cloned voice replies in the creator’s style). Auto-moderation on uploads (PhotoDNA + age estimation before content publishes).
These ship in 6 to 14 day sprints. Fixed quote per integration. We work alongside your dev team (or take over completely if you don’t have one). Cutover happens during a maintenance window or behind a feature flag so paying users see no downtime.
You get the code, the documentation, and a working production rollout. Not a slide deck.
Branch + PR in your repo, code review with your team, merged behind feature flag.
Before / after request flow, data flow, dependency map. 1-page Mermaid diagram.
How to deploy, how to roll back, alerts to watch, common failure modes.
Grafana / Datadog / CloudWatch dashboard with the metrics that matter for the integration.
LaunchDarkly / GrowthBook / homegrown flag. Roll out 1% → 10% → 100% with one click.
Documented + tested. We never ship without a way to back out within 5 minutes.
Five phases. We share a fixed quote on day 1 of the discovery call.
NDA call. Read your repo, look at your DB schema, talk to your dev team. Quote within 48h. 1-2 days.
Code the integration on a branch in your repo. Unit + integration tests included. 3-7 days.
Deploy behind a flag, enable for 1% of users. Watch metrics for 1-2 days.
Step up gradually as confidence grows. Roll back instantly if anything spikes. 1-2 days.
Architecture diagram, runbook, monitoring dashboard delivered. Optional 30-day on-call.
Real client outcomes. Names changed, ranges real.
OpenAI to fine-tuned Llama 3 70B migration for an AI companion app. Same quality, 60% lower monthly cost.
Across 50+ sprints. Includes discovery, build, rollout, hand-off.
Adding AI image gen to DMs on a creator platform. 38% higher week-4 retention on cohort.
Across all 50+ shipped integrations. Feature flags + canary rollout = no big-bang failures.
Migration sprints completed during maintenance windows or behind flags. Zero user-facing downtime.
If we see something off in the canary, we roll back in under 4 hours.
Pick the closest fit. We adjust scope, not invoice.
Most founders we work with hire two or three of these together. The handoffs between them are how we hit our timelines.
When integration won’t cut it — full rebuild with AI baked in from the start.
See the page →Train your model first, then we integrate it. Same vendor, faster delivery.
See the page →Drop-in chat layer that integration sprints often migrate clients onto.
See the page →The image API we wire into client platforms most often.
See the page →Auto-moderation integration is one of our top three requested sprints.
See the page →Policy work that pairs with moderation integration sprints.
See the page →Free architecture review call. NDA before you share a single line of code. Quote within 48 hours.
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