Specialization 03

The AI spec.

LLM-backed intelligence wired cleanly into your server.

Smart, conversational features powered by modern LLMs.

Build window

5–7 days

Source

Yours.

Section · 01 / What's included

Everything in the box.

A breakdown of what every ai build ships with by default — no upsells, no add-on tier games.

Modern AI integrations engineered for production: rate-limited, cost-controlled, and provider-agnostic. We support OpenAI, Anthropic Claude, and open-weight models, and we build proper guardrails so the AI behaves on a public server.

Typical use

Most ai bots ship in five days. Complex builds with custom integrations land in seven.

Standard features

  • Conversational AI threads
  • Content suggestions
  • Smart moderation triage
  • Sentiment analysis
  • Auto summaries & classification
  • Custom prompts & guardrails
Section · 02 / Who it's for

Built for these communities.

Common scenarios where ai pays off — though we tailor every build to your specific brief.

01

Support communities

AI handles tier-1 questions automatically and escalates only when needed — freeing your team to focus on real cases.

02

Content servers

Auto-summarize long discussions, classify member-submitted content, and surface trending topics.

03

Creator communities

Ideation prompts, draft critique, brainstorming companions for writers, designers and developers.

04

Knowledge bases

Q&A bots trained on your specific docs — giving accurate answers grounded in your own content.

Section · 03 / Stack

What's under the hood.

The technology stack we typically reach for on ai builds. Substitutions are fine if your team has a preference.

01

OpenAI / Claude / open-weight LLMs

02

Vector DB for retrieval (pgvector / Pinecone)

03

Redis for caching responses

04

Provider failover routing

Section · 04 / Delivery

From brief to live bot.

A four-step delivery cadence we run on every project, without exception.

01

Consultation

A short call or written brief to understand your community, scale, must-have features and what success looks like.

Day 0 · 15-30 min
02

Design & planning

We architect the system, scope each feature, lock the brief and write a development plan you can review.

Day 1 · Async
03

Development & QA

Engineers build with daily updates over project chat. Automated tests, code review and manual QA before launch.

Day 2-6 · Live chat
04

Deploy & handover

Bot deployed to your hosting, full GitHub access, documentation walkthrough — then lifetime support kicks in.

Day 7+ · Forever
Section · 05 / Handover

What you walk away with.

The full handover package — what lands in your inbox the day your bot ships.

Source code

Complete GitHub repository with commit history. No licensing tricks — the code is yours forever.

Documentation

Setup guide, command reference, deployment instructions and a video walkthrough of the architecture.

Live deployment

Bot deployed and running on your hosting environment. We help with the first deploy — or we host for you.

Lifetime support

Two-hour response time over chat, indefinitely. Updates, fixes, future feature requests — all included.

Section · 06 / FAQ

Questions
about ai.

The most common things clients ask before booking a ai build.

Which AI providers do you support?

OpenAI, Anthropic, Mistral, and open-weight models via local hosting or cloud providers. We help you pick based on cost, latency and data sensitivity.

How do you control costs?

Per-user rate limits, prompt caching, response caching, and usage analytics so you always know where the spend is going.

What about hallucinations?

Retrieval-augmented generation grounds answers in your actual content, plus confidence-scoring to catch low-quality responses before they reach users.
Section · 08 / Begin

Ready for ai?

Send a brief and we'll respond with a tailored proposal in under 24 hours. The brief takes about fifteen minutes — no obligation.

5–7 day delivery · Source code on day one · Lifetime support