AI Data Platform Build

Take control of your data — and turn it into a product.

We collect and verify the data your business already has, then build it into a platform that AI search cites, that answers customers on its own, and that earns — including by selling the data itself through an API. A new service or automation of the one you run today; either way, the data is yours.

20+ years

Software & systems engineering

7

Live data platforms with revenue models, built and run by us

40+

Enterprise cloud & infrastructure projects delivered

In the AI era, whoever owns the data owns the answer.

Customers increasingly ask AI assistants instead of searching, and those assistants answer from whatever structured, sourced data they can reach. If that data belongs to a marketplace, a platform, or an AI company, they decide how your industry is described and who gets recommended. If it belongs to you, you decide — and you can charge for it.

Control it

Your data, your terms: who can use it, how it's described, and what it costs.

Get cited

AI assistants quote verified, structured data. Be the source, not a line in someone else's answer.

Sell it

Data is a product. Sell API access and license commercial use — five of our seven platforms already do.

Compound it

Every day of verified data adds value a competitor can't copy overnight.

Built for established businesses with data they aren't using yet

If any of this sounds familiar, the raw material for a platform is already inside your business.

  • Years of know-how and records live in spreadsheets, paper files, and a few people's heads
  • Customers ask the same questions every day, and someone answers each one by hand
  • Customers now ask ChatGPT instead of Google — and your business never appears in the answer
  • You want a new revenue stream — ads, partnerships, paid data — but don't know where to start
  • Updating listings, prices, and reports is still manual, repetitive work
  • You have the idea and the industry knowledge, but no development team

We handle the engineering end to end — data, platform, AI, search visibility, automation — and your data stays yours.

How we connected the data: seven real cases

Each of our seven platforms started from data that was public or scattered. Here's what we connected, how it's verified, what it became, and what we now own.

TexasHomeBills™

TexasHomeBills™

Sells its data via APItexashomebills.com ↗

Ranks every Texas electricity plan by what it would actually cost on your real usage over a year, flags bill-credit traps, and reminds you before your contract ends

  1. 1. Source data

    Every retail electricity plan listed on Texas's official PowerToChoose site, across the five major delivery areas (Oncor, CenterPoint, AEP Texas Central and North, TNMP).

  2. 2. Connected & verified

    Refreshed daily. Each plan's bill-credit conditions are modeled month by month and recalculated into an estimated annual cost for your actual usage, with fine-print traps flagged.

  3. 3. Service

    Plans ranked by real yearly cost, a contract dashboard with email reminders 30 and 7 days before renewal, in five languages.

  4. 4. Data asset & revenue

    A dataset that didn't exist at the source: the true annual cost of every plan. It's served through a JSON API and an MCP server, with commercial use on a paid Pro plan. Revenue comes from disclosed partner commissions that never affect rankings, plus advertising.

↗ Over 280,000 requests from AI crawlers and agents since October 8, 2026 (the site's own public report).

KBeauty Verified™

KBeauty Verified™

kbeautyverified.com ↗

Checks K-beauty products and ingredients against official rules in Korea, the EU, the U.S., and more — every fact sourced and dated — and compares store prices

  1. 1. Source data

    Official cosmetics rules from Korea's MFDS, the EU's CosIng database (Regulation 1223/2009 annexes), and the U.S. FDA (21 CFR Part 700, the OTC sunscreen monograph, and openFDA recalls).

  2. 2. Connected & verified

    Refreshed daily into the site's own copy, so pages stay up even when a government service is down. Every rule shows its source and the date it was last checked.

  3. 3. Service

    Paste any ingredient list and see Korea, EU, and U.S. rules side by side; recall and import-refusal alerts; store price comparison; Ask KBeauty Verified™.

  4. 4. Data asset & revenue

    One cross-checked dataset of three regulators' rules — something none of them publishes on its own. It powers export compliance services for brands and importers, an API and MCP server, and affiliate and ad revenue that never changes a check result.

USAnaru™

USAnaru™

Sells its data via APIusanaru.com ↗

Five-language search of 280+ U.S. boarding schools with a source and check date on every fact, NaruBot™ Q&A, and a public API / MCP server for AI assistants

  1. 1. Source data

    The SEVP certified-school list (who can issue the I-20 for an F-1 visa), the NCES private school survey, boarding school associations (TABS, NAIS, and others), plus State Department, Federal Register, and GDELT news feeds.

  2. 2. Connected & verified

    Each school profile moves through verification stages — candidate, updated, detailed, verified, complete — with a 0–100 score, and every fact carries its source and the date it was checked.

  3. 3. Service

    Search 280+ boarding schools by region, grades, boys/girls/coed, and religion; NaruBot™ answers questions in five languages; a directory of verified agents and guardian services.

  4. 4. Data asset & revenue

    A verified school dataset served to AI assistants through a public API and an MCP server, with commercial use allowed only under written agreement. Revenue comes from advertising.

JOBnaru™

JOBnaru™

Sells its data via APIjobnaru.com ↗

Korean-language job search for the Korean-American community, from semiconductor plants to neighborhood shops — free for job seekers

  1. 1. Source data

    Listings employers post directly, plus the job boards companies publish for distribution (Greenhouse, Lever, Ashby, and company career sites), collected in line with robots.txt.

  2. 2. Connected & verified

    New and edited listings go through automatic review, and anything suspicious is held for a person to check. Listings removed at the source close the same day. Visa sponsorship, OPT/CPT, Korean-language requirements, and salary disclosure are structured as filters.

  3. 3. Service

    Korean-language job search from semiconductor, battery, and auto plants to neighborhood shops; alerts; Ask JOBnaru™; always free for job seekers.

  4. 4. Data asset & revenue

    A structured job dataset for the Korean-American community, with a source and posting date on every listing, served through an API and an MCP server, with commercial use under a separate license. Revenue comes from labeled listing boosts, banner ads, company plans, and job fairs.

aiSwingX™

aiSwingX™

Sells its data via APIaiswingx.com ↗

Investor news from U.S. 10-Q and 10-K filings on what the numbers press releases skip actually mean — every figure sourced and human-reviewed

  1. 1. Source data

    SEC EDGAR 10-Q and 10-K filings with their inline XBRL values, plus 8-K items and Federal Reserve releases.

  2. 2. Connected & verified

    AI drafts each article from the filing, and a person checks every number against the original. An article ships only if the headline figure appears in the filing, the arithmetic holds, the values match XBRL, and there's no trading recommendation. Korean and English editions publish together.

  3. 3. Service

    Investor news on what the numbers press releases skip, a 0–100 filing change score, an improvement ranking, and a filing calendar.

  4. 4. Data asset & revenue

    Verified analysis and scores derived from filings, licensed to brokerages, financial media, and fintechs to publish as is, white-label, or pull through an API and MCP server. Revenue comes from subscriptions and licensing.

MyGeneLog™

MyGeneLog™

Sells its data via APImygenelog.com ↗

A genetics knowledge base — 110,000+ variants linked to conditions and 2,900+ cited papers — plus a free desktop app that analyzes your DNA file entirely on your own machine

  1. 1. Source data

    The NHGRI-EBI GWAS Catalog, checked against Europe PMC citations and the MONDO and ICD-10 condition registries, with Ensembl gene mapping.

  2. 2. Connected & verified

    New associations are imported from the GWAS Catalog several times an hour. A script confirms every cited paper, source link, and condition code; a separate reviewer checks claims against primary sources; and a nightly watch flags pages with newer research.

  3. 3. Service

    Searchable variant, condition, and drug-response pages; a knowledge graph of 180,000+ links; and a desktop app that reads your 23andMe, AncestryDNA, or VCF file offline.

  4. 4. Data asset & revenue

    A verified genetics dataset published as an open API (CC BY 4.0) and sold two ways: API Pro for today's data, and a frozen weekly snapshot with a published SHA-256 checksum for $49 per version.

Texas CBE™

Texas CBE™

texascbe.com ↗

Practice tests for Texas Credit by Exam, AP, SAT/PSAT, and AMC — 23 subjects mapped to the state's TEKS standards, with AI explanations

  1. 1. Source data

    Texas's public TEKS curriculum standards, turned into an in-house question bank across 23 subjects for Credit by Exam, AP, SAT/PSAT, and AMC.

  2. 2. Connected & verified

    Every question is written in-house, mapped to TEKS where applicable, and refreshed regularly. Every answer a student gives feeds weak-point targeting, which re-tests the areas they miss.

  3. 3. Service

    Unlimited timed mock exams scored against the 70% passing standard and the 80% bar some districts use, TEKS category progress tracking, and step-by-step AI explanations.

  4. 4. Data asset & revenue

    A proprietary TEKS-mapped question bank, plus performance data that shows where students struggle — content no official source provides. Students in 9 U.S. states and 5 countries pay per subject.

What it means to become a data owner

The raw data behind all seven was already out there — state rate listings, government regulations, school registries, job boards, SEC filings, genetics research, curriculum standards. What no single source had was the connected, verified, structured version, with a source and a check date on every fact. That version is a new asset, and whoever builds it owns it. Five of our seven platforms already sell access to that data. Your business can own the same kind of asset in its own industry — and your records and know-how are something nobody else has.

  • Every fact carries its source and the date it was checked
  • Data refreshes automatically on a schedule, not by hand
  • Revenue never changes the results: paid placements are labeled, and affiliate income stays out of rankings
  • Readable by AI from day one: API, MCP server, llms.txt, and a public AI-crawler report

Yes — the data itself can be sold.

Once your data is verified and structured, access to it becomes a product with its own price list. This is how our platforms sell it:

01

Free, with attribution

Non-commercial use with a link back. It spreads your brand and makes you the source others cite.

02

Pro data plan

Paid access for commercial use. TexasHomeBills™ sells commercial use of its data on a Pro plan, and MyGeneLog™ sells API Pro plus a $49 weekly dataset snapshot.

03

Enterprise license

White-label, redistribution, and API/MCP feeds for other businesses. aiSwingX™ licenses its analysis to brokerages, media, and fintechs.

What data is sitting in your business?

Every industry has it. Here's what that data could become — and which of our platforms already works the same way.

Real estate brokerage

If you have
Years of closed deals, listing histories, and neighborhood notes
It becomes →
A neighborhood price and rent comparison platform, plus market reports for investors
Revenue
Buyer and seller leads, ads, paid reports, data API sales
Works like: TexasHomeBills™

Law, immigration & tax offices

If you have
Case outcomes, document checklists, and real processing times
It becomes →
Step-by-step filing guides, a processing-time tracker, and a 24/7 NaruBot™ that answers only from your own guidance
Revenue
Consultation leads, paid checklists
Works like: USAnaru™

Import, export & trading

If you have
HS codes, country-by-country rules, and customs history
It becomes →
A compliance checker that shows every market's rules for a product at once
Revenue
Compliance reports, partner referrals, data API sales
Works like: KBeauty Verified™

Staffing & recruiting

If you have
Roles, pay ranges, and visa-sponsorship history
It becomes →
An industry job board with salary and sponsorship data
Revenue
Featured listings, company plans, data API sales
Works like: JOBnaru™

Accounting, finance & IR

If you have
Financial statement know-how and industry benchmarks
It becomes →
Plain-language analysis news and industry scorecards
Revenue
Subscriptions, licensing to media and brokerages
Works like: aiSwingX™

Insurance agencies

If you have
Plan comparisons, policy terms, and claims experience
It becomes →
A "which plan actually fits me" comparison built on real terms
Revenue
Referral commissions, ads
Works like: TexasHomeBills™

Study-abroad & travel agencies

If you have
School and program details, visa experience, student reviews
It becomes →
A verified school and program search in your customers' own languages
Revenue
Ads, partner commissions, leads, data API sales
Works like: USAnaru™

Clinics & healthcare

If you have
Procedure FAQs, insurance coverage know-how, multilingual patient questions
It becomes →
Multilingual procedure and coverage guides, with a NaruBot™ that answers only from information your clinic approved
Revenue
More bookings, fewer front-desk calls
Works like: MyGeneLog™

Academies & education

If you have
Question banks, exam results, and admissions outcomes
It becomes →
School-by-school admissions data and adaptive practice tests
Revenue
Subscriptions, ads
Works like: Texas CBE™

Construction & remodeling

If you have
Past quotes, material prices, and project timelines
It becomes →
A cost estimator and material price tracker for homeowners
Revenue
Project leads, supplier ads

Food & supply distribution

If you have
Item-level price histories and supplier delivery records
It becomes →
A price tracker and alert service for restaurants and stores
Revenue
Subscriptions, supplier ads, data API sales

Manufacturing

If you have
Equipment logs, defect records, and supplier lead times
It becomes →
An internal quality and supplier dashboard that flags problems automatically
Revenue
Lower defect and downtime costs

Don't see your industry? The pattern works anywhere there's data people care about. Tell us what you have. Contact us →

Two ways to use it

Launch a new data service

Turn what you know into a standalone product — a comparison site, a verified directory, an analysis news service, a niche job board, a test-prep platform — with its own audience and revenue. All seven of our own platforms started this way.

Automate the business you already run

Move the work that lives in spreadsheets, inboxes, and people's heads into a platform that runs it: intake, records, multi-role workflows, reporting, and customer answers. Our J-1 exchange-visitor platform does this for a program with host families, students, coordinators, and partner agencies on one system.

How we build it

The same six steps behind every platform we run. Each step is a component you can also see in detail.

  1. 1. Find the data asset

    Start with what you already have: years of field experience, customer and transaction records, pricing, documents — plus the official public data in your industry. Most businesses are sitting on a data asset they've never treated as one.

  2. 2. Collect, structure, verify

    Automated pipelines pull the data together, clean it, and check it — every fact tied to a source and a check date, refreshed on a schedule instead of by hand.

  3. 3. Build the platform

    A fast, searchable web platform around the data: search and filters, comparisons, detailed profiles, alerts, multiple languages — designed for your customers, not as an internal admin screen.

  4. 4. Add the AI layer

    NaruBot™ answers customer questions only from your verified data, and a public API / MCP server lets AI assistants like Claude and ChatGPT query the platform directly.

  5. 5. Get found by AI search

    Structured schema, llms.txt, sitemaps, and AI-crawler rules so Google, ChatGPT, and Perplexity can find and cite you — with crawler reporting that shows whether it's working.

  6. 6. Automate and monetize

    Updates, publishing, and reminders run on their own. Revenue is designed in from day one: advertising — including a self-serve ad system advertisers buy from directly — affiliate and partner referrals, paid reports, and selling access to the data itself through an API.

More references

Other production systems we designed, built, and run — from automating an existing program to our own software products.

How an engagement works

Free initial consult

We look at what data you have, what you want it to do, and whether a platform makes sense — before any billing starts.

Data assessment & fixed quote

$490

About a week to map your data, the platform plan, and the revenue model, ending in a fixed quote. Credited in full when you build.

Build, launch, own it

From $14,900

Your data and infrastructure are yours from day one, and you get the full source code with a license to run and change it for your own business. After launch, improvements and new features are quoted the same way, only when you need them.

See full pricing →

Frequently asked questions

What kind of data can become a platform?+

Almost any data that customers or partners care about: industry know-how, pricing, product or ingredient records, listings, schedules, regulations, filings — your own records combined with official public data in your field. Our own platforms are built on cosmetics regulations, Texas electricity plans, a U.S. school registry, job listings, SEC filings, genetics research, and Texas curriculum standards.

Our data is messy. Can we still start?+

Yes, that's the normal starting point. Collecting, cleaning, and verifying data is step two of every build, and it's automated, so the data stays clean after launch instead of being a one-time cleanup.

How does a data platform make money?+

The revenue model is designed in from the start, not bolted on later. Across our own platforms we use advertising, affiliate and partner referrals, paid reports, and data API sales — free access with attribution, a paid Pro data plan, and enterprise licenses for brokerages and media. The right mix depends on your audience and your data.

How long does it take, and what does it cost?+

A $490 data assessment comes first and is credited in full toward the build. Platform packages start at $14,900 (Starter) and $39,000 (Growth); larger integrations are quoted. You get a fixed quote before work starts, with no long-term contract.

Who owns the platform and the data?+

Your data, domains, and infrastructure accounts are in your name from day one, and you get the full source code with a perpetual license to run and change it for your own business. Reselling or commercially redistributing the code isn't permitted, and shared components such as the NaruBot™ engine remain ours. We've written on our blog about why owning your data matters even more in the AI era.

Do we need our own technical team?+

No. You bring the industry knowledge; we handle data, engineering, AI, and search visibility end to end, and explain every decision in plain language.

Do you work with businesses in Korea?+

Yes. We work in Korean and English, remotely, in any timezone, and several of our own platforms are multilingual by design.

Have data your business isn't using yet?

Tell us what your business does and what data you have — we'll tell you plainly whether a platform makes sense and what it would take.

Contact us