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BUILD / 01 Custom AI applications
Net-new AI software built around your problem and your data — designed, engineered, and shipped to production, not handed off as a prototype.
§ AI Development
An AI development company that ships custom AI software — not slide decks.
We design and build production AI — custom applications, AI features inside your existing product, and model integrations — engineered by senior US-based engineers and delivered on a fixed scope. AI development services that reach production, not pilot purgatory.
Working prototype in 2–4 weeks · Production
in ~90 days · SDVOSB · U.S.-based · Cloudflare-native
// idea → production building
1 week 1
Scope & audit
use case · data · definition of done
2 wk 2–4
Build & prototype
working system on real data
3 ~90 days
Harden & ship
integrate · evaluate · handoff
✓ live
In production
your team runs it
idea0%production
U.S.-based senior engineers — no offshore handoff Cloudflare-native delivery SDVOSB — Service-Disabled Veteran-Owned Zapier Award winner for automation
§ 01 / Why most AI work never ships
Most AI projects stall before they ever reach production.
The hard part of AI was never the demo — it's getting a reliable system into production and keeping it there. Pilots that look great on curated data collapse against real systems and real workflows. Notably, MIT found that teams who partner to build purpose-engineered systems reach production far more often than teams going it alone. That's the work we do.
95%
of generative-AI pilots delivered no measurable return.
MIT Project NANDA · State of AI in Business 2025
80%+
of AI projects fail — about twice the rate of conventional IT projects.
RAND Corporation · 2024
42%
of companies abandoned most AI initiatives in 2025, up from 17% a year
earlier.
S&P Global Market Intelligence · 2025
Key takeaways
- Most AI initiatives fail at the production stage, not the model stage.
- Purpose-built, well-scoped systems reach production; bolted-on pilots stall.
- A senior build partner with a fixed scope and a production target de-risks the work.
§ 02 / What we build
What we build
Custom AI development services across the stack — whether you need a net-new AI product, an AI feature inside something you already run, or a model wired into your operations.
⊕
BUILD / 02 AI features in your existing product
We embed AI into the product you already ship — search, summarization, copilots, recommendations, document processing — without rebuilding what works.
❝
BUILD / 03 AI chatbots & assistants
Custom AI chatbot development — assistants, copilots, and support bots built on your own data and wired into your systems, with the guardrails and evaluation a production chatbot needs. Not a generic widget.
⇄
BUILD / 04 Model & LLM integration
We connect the right models to your systems — provider APIs, open models, retrieval, and evaluation — and make them reliable enough to depend on.
⌕
BUILD / 05 RAG, search & document AI
Retrieval-augmented systems and AI document workflows that answer from your content with the accuracy and traceability production use demands.
✦
BUILD / 06 Generative AI development
Generative AI development services for the use cases that actually pay off — built and evaluated against a defined business outcome, not a demo.
⚡
BUILD / 07 AI agents & automation
Production agent and automation work, built Cloudflare-native. For deep agent engineering, see our AI agents & MCP work.
§ 03 / How we're different
A different kind of AI development company.
The AI development field is crowded with offshore shops that hand you a prototype and disappear. As a U.S.-based AI development company, we're built the opposite way.
01
Senior engineers, U.S.-based — no offshore handoff
The people who scope your build are the people who write the code. No layered account management, no offshore handoff, no junior team learning on your budget.
02
Fixed scope, fixed timeline
We scope tightly and commit to it — a working prototype in 2–4 weeks and production in about 90 days — so you know what you're getting and when.
03
We ship to production, not to a deck
The deliverable is a working system your team can run, with the integration, evaluation, and handoff that keeps it running — not a strategy slide.
04
Cloudflare-native by default
We build on Cloudflare's developer platform for fast, low-cost, globally-deployed AI — so your systems are cheaper to run and simpler to operate.
§ 04 / How we work
From idea to production in about 90 days.
A clear, fixed path from "we think AI can help here" to a system in production.
STEP 01
Scope & audit
week 1
We pin down the use case, the data, and the definition of done — what the system must do and how we'll measure that it works — before any build starts.
STEP 02
Build & prototype
weeks 2–4
You get a working prototype on your real data in 2–4 weeks, so you're reacting to something real instead of a spec.
STEP 03
Harden & ship
through ~90 days
We integrate, evaluate, and harden the system for production, then hand it off with the documentation your team needs to own it.
No open-ended retainers. A defined scope, a defined timeline, a system in production at the end.
§ 05 / Proof
Shipped systems, not slideware.
We build what we sell. These are production systems engineered and shipped under the Truvisory® brand — the same senior-built, Cloudflare-native discipline we bring to your project.
Venture · Cloudflare-native
HotCopy
A recursive-LM coding CLI on Cloudflare's edge — Kimi K2.6 orchestrating Gemma scout workers, sub-50ms response from 330+ cities.
Workers AI · Durable ObjectsProduction → Venture · Multi-channel AIPresEngage
Patent-pending AI co-presenter for live audiences — real-time SMS Q&A trained on the speaker's own deck.
Patent pendingProduction → Product · Voice · SMS · WebchatAI Telephony & SMS
A 24/7 voice, SMS, and webchat agent that answers, qualifies, books, and routes — wired into your CRM and calendar.
Live demo lineSee it → SDVOSB — Service-Disabled Veteran-Owned Cloudflare-native delivery Zapier Award winner for automation Tony Adams, MBA — 25-yr operator & senior engineer
§ 06 / Hire AI developers
Hire AI developers who ship — not a staffing req.
When you hire AI developers through Truvisory®, you engage a senior U.S.-based build team on a fixed scope — the engineers who scope the work write the code and ship it to production. Not staff augmentation, not an offshore body shop, not a junior team learning on your budget.
When to hire AI developers here
- You know what you need built and want it shipped — not just advised on.
- You'd rather buy a fixed-scope outcome than carry the cost and ramp of a full-time AI hire.
- You want the senior engineer who scopes the build to be the one who writes the code — no handoff.
- The work is custom AI software — applications, AI features, model integrations, or chatbots.
Hiring a full-time AI engineer takes months. Book a scoping call and we'll size the work — and kick off fast, with no recruiting pipeline or ramp.
§ 07 / AI development FAQ
AI development FAQ
What does an AI development company do?
An AI development company designs, builds, and ships custom AI software — applications, AI features, model integrations, chatbots, and automations — and takes them from idea to production. Truvisory® does this with senior U.S.-based engineers on a fixed scope, delivering a working prototype in 2–4 weeks and production in about 90 days.
What's the difference between AI development and AI consulting?
AI consulting advises you on what to do — strategy, audits, roadmaps. AI development builds the thing and ships it to production. Truvisory® does both as separate engagements: AI consulting for strategy and audits, and AI development when you need the software built. If you need advice, start with consulting; if you know what you need built, start here.
How much does custom AI development cost?
Custom AI development is priced by scope, not by the hour — you get a fixed price for a defined deliverable before work starts. Cost depends on whether you are building a net-new application, adding an AI feature, or integrating a model, and on the data and integration work involved. Book a scoping call for a fixed quote.
Do you offshore any of the development?
No. The senior engineers who scope your project are the ones who build it — all U.S.-based, no offshore handoff and no junior team learning on your budget.
Can I hire AI developers for a project instead of a full-time role?
Yes. Hiring AI developers through Truvisory® means engaging a senior U.S.-based build team on a fixed scope — we scope, build, and ship your custom AI software to production, then hand it off to your team. It's not staff augmentation or an offshore body shop: the senior engineers who scope the work write the code. It's a project, fixed-scope engagement rather than a full-time hire, so you skip the cost and ramp-up of an internal AI team. Book a scoping call and we'll size the work.
How long does it take to build a custom AI system?
Typically a working prototype in 2–4 weeks and a production system in about 90 days, depending on scope. We commit to the timeline as part of the fixed scope.
Do you build on Cloudflare?
Yes — we're Cloudflare-native by default, building on Cloudflare's developer platform for fast, low-cost, globally-deployed AI. We also integrate with the model providers and systems you already use.
Need strategy before a build? That's AI consulting. Need a production agent specifically? See AI agents & MCP.
§ 08 / Book a scoping call
Have something you need built?
Book a scoping call and we'll tell you what it takes to get it to production — scope, timeline, and price. A working call, not a discovery call.
- 30 min · senior engineer, not a sales rep
- We define the build's scope on the call
- Post-call: 24-hour written scope & timeline sketch, no obligation
June 2026
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§ Field notes
AI development field notes
How we scope, build, and ship custom AI to production — the 90-day sprint, the build-vs-buy call, and why most pilots stall.