Systems

What we've built.

Created a category-defining business as three. A selection of systems and engines we've built to do it.

AI authority engine

Become the source AI assistants name, then turn that into customers.

Search is collapsing into AI answers. If the models don't know you, you don't exist for the question.

Original research the models cite and recommend, sending buyers who arrive already sold.

ProofChatGPT, Claude, and Google cite us by name, and send paying customers.

Distribution

Research synthesis

Turn a mountain of messy documents into partner-grade work product, fast, with every claim traceable to source.

The signal is buried in hundreds of files, the stakes are high, and partner-grade analysis has always meant scarce, expensive senior hours.

A decision-grade deliverable with auditable provenance, in days not months.

Proof220 documents into a case package a senior IP litigator called the best he'd seen in 40 years.

ResearchOperations

Company brain

One source of truth your team and your AI both read and write.

Knowledge scatters across tools that can't reason over each other, so it rots instead of compounding and your AI has nothing solid to stand on.

One AI-legible substrate the whole business runs on, edited like notes, reasoned over like a database.

ProofThree of us run like twenty. It's what we run on.

Operations

Product velocity

Ship production software at small-team speed, without the small-team risk.

Going fast with AI usually means going sloppy. Context gets lost between sessions, generated code drifts from the product, and nothing has guardrails.

Real features shipped quickly and safely, by a founder pair, on indie economics.

ProofAbout 350% faster shipping, with the automated checks that keep it production-grade.

Product

IP protection engine

Monitor the web for misuse of your work, preserve the evidence, and hold the standing to act.

Your brand, data, and research get reused, rebranded, and resold, and most of it you never see, let alone stop.

A standing system that catches misuse at the source, keeps the evidence, and gives you the footing to act on it.

ProofCatches commercial reuse of our research, from solo resellers to industry heavyweights, with the standing to act.

Operations

Five revenue rails

Diversified income from day one, five rails that feed each other, all priced from one place.

One revenue line is fragile, and bolting on more usually means chaos across tools and teams.

Five income streams, each aimed at a different point in the customer journey, every price and lever flexed from one control layer.

ProofFive rails wired as a flywheel, each one feeding the next.

Revenue

Original research engine

A recurring engine that turns your proprietary data into the research your whole industry republishes for you.

Most companies pay for a one-off report that gets read once. The durable asset is owning the number your whole category quotes.

A recurring research engine whose data the industry republishes itself, compounding authority every cycle.

Proof2026 report data republished across 70+ industry sites, unprompted and unpaid.

DistributionResearch

Document generation engine

Structured inputs in, a finished client-ready document out, the same way every time, in minutes.

The documents a business writes on repeat, briefs, reports, proposals, eat a senior person's whole afternoon, and loose AI drafts them wrong.

A deterministic engine that builds the document itself, accurate, in scope, and on brand, every time.

ProofLive in production, customers receive and pay for the briefs it generates.

Product

Partner network engine

Source, vet, certify, bill, and manage an entire partner channel from one system.

A channel or franchise is only as strong as the system under it, and most run on spreadsheets, manual onboarding, and follow-up that quietly drops.

Operators sourced, qualified, certified, paying, and managed on one rail, wearing your badge on their own sites.

ProofCertified operators paying yearly, wearing the badge on their own sites.

Sales

Regulated products on blockchain

Founder-led design and delivery of regulated products on blockchain, without an in-house engineering team.

Frontier-tech projects over-promise and under-ship, and few non-engineers can credibly architect on-chain systems at all.

A regulated real-world-asset product delivered on blockchain rails, every milestone ahead of schedule.

ProofA $150K Algorand Foundation grant, every milestone shipped early and beyond scope.

Product

Engineering as distribution

Small web apps that drop into any page in two lines, capture data no one else has, and feed the authority engine.

Most operators ship one tool that ranks slowly and alone, with no proprietary data and no compounding.

Embeddable utilities shipped in days, each capturing data and ranking faster on the last one's authority.

ProofLive tools with 20,000+ users, feeding the research that gets cited.

ProductDistribution

Customer ops engine

Every message grounded in product truth and house voice, whether a human or the AI writes it.

Support drifts, written from memory and screenshots, until the copy quietly misrepresents the product.

One grounding workflow every reply runs, so quality is a property of the system, not the person.

ProofResponse times cut by around 90% across the product line.

Operations

Tracker

One view of projects, the CRM, tasks, wins, learnings, and signals, fed by the brain and synced to the tools you already use.

Time, budget, and scope live in fifteen tools that don't talk, so nothing compounds and the operating picture is always a step behind.

One operating view, fed by the company brain, reading and writing wherever your data already is, with no rip-and-replace.

ProofTasks, wins, signals, and learnings that compound, each tracked to the action it triggers.

Operations

Intelligence refinery

A self-sharpening pipeline that turns a firehose of noise on any subject into the few signals worth acting on.

Useful intelligence on your market, competitors, or regulation arrives as a high-volume mess, and most of it rots in a folder you never reopen.

A dense, graded corpus that keeps only what matters and sharpens its own judgment every time you correct it.

ProofLive on our own intelligence stream. Every correction sharpens every future run.

OperationsResearch

Proprietary data engine

Turn your own customer interactions into a behavioral dataset no competitor can buy or replicate.

In most markets the useful behavioral data is locked up or nonexistent, and newer competitors have no way to accumulate it.

A proprietary dataset captured at the source and operationalized into insight, scoring, and authority.

ProofA decade of direct transactions with 3,500+ customers, captured as a dataset no one else has.

OperationsResearch

Pricing management engine

One control layer for pricing, promos, and offers, where a change propagates everywhere it needs to, in hours.

Pricing, promotions, and offers live scattered across your payment tool, your marketing, your support docs, and your code, so every change is an engineering ticket that never reaches every surface.

One control layer where a price or offer change propagates across the whole business in hours, not just the checkout.

ProofReprice the whole business in hours, not engineering sprints.

Revenue

Talent-sourcing funnel

Structured outbound plus AI screening that surfaces and qualifies the senior talent you need, fast.

Hiring specialized talent is slow, expensive, and mostly luck, and the right people rarely come through a job post.

A repeatable funnel that sources at volume and screens with AI, so qualified candidates surface and the noise never reaches you.

Proof180+ applicants in under a week, around 80% qualified.

OperationsSales

Traffic intelligence layer

Pulls search, AI-referrer, and crawl data into one place so you can read your traffic instead of guessing across five tools.

Your traffic story is scattered across analytics, search, AI-engine, and crawl tools, so diagnosing a spike or a dip is slow guesswork no one trusts.

One instrumented view where you find the cause of a traffic move in minutes and your technical health stops drifting behind what you ship.

ProofTracks 3,000+ AI citations a quarter, with search and crawl health, in one layer.

DistributionOperations

Content engine

Turns one idea into platform-native posts across roughly ten channels every day, schedules them, and ties the output back to measurable search lift.

Multi-platform content presence normally costs a content team or burns one founder out on a single channel, and either way the output rarely traces back to results.

Consistent, platform-native publishing across about ten channels on a daily cadence, with every post linked forward to measurable search and analytics lift, run by one operator.

ProofOne operator publishing across ~10 platforms daily, output tied to measurable search lift.

DistributionOperations

Product intelligence layer

A reasoning layer over your scattered product and customer data so you can ask cross-cutting questions and get an answer instead of a manual reconciliation.

Customer and product behavior lives across analytics, payments, event, and ops tools, so you can answer narrow questions but never reason across cohort, lifecycle, and payment state at once.

One queryable surface where app state, payment state, and product use sit together, and cross-cutting questions return answers instead of a spreadsheet merge.

ProofLive across CoBuy Wizard™ and Co-ownerOS™, app state feeding ops without manual upkeep.

ProductOperations

Citation finder

Sends a swarm of AI agents across the web and social to find everywhere your brand and research are cited, including the unlinked mentions backlink tools miss.

Knowing where your brand, data, and research are cited normally means an expensive media-monitoring contract that locks results in a vendor dashboard and only tracks links.

A structured record you own of your full citation footprint, including the unlinked named mentions that carry authority in AI answers but never show up in backlink tools.

ProofReplaces a media-monitoring subscription with a sweep you own and re-run.

DistributionOperations

Purpose-built CRM

Purpose-built CRMs for customers, partners, and stakeholders that you own outright and your AI can read directly.

Off-the-shelf CRMs force your relationships into a vendor's data model, lock context behind a proprietary UI, and split customers, partners, and stakeholders across tools that never talk to each other.

CRMs shaped to your business that you own end to end, where your AI can enrich records, log every interaction, and reason across the whole pipeline.

Proof1,800+ records enriched in exact-match-verified batches.

Operations

Brand governance

One machine-readable rule set for voice, trademark, color, and type, so every human or AI session ships on-brand by default.

Brand and voice drift fast when humans plus multiple AI sessions produce work across products, marketing, and partner materials, because style guides rot and every new artifact re-invents the visual language.

A design system that encodes the brand as guardrails an AI reads at generation time, so output lands on-brand by construction instead of by policing.

ProofThis site, CoBuy Wizard™, Co-ownerOS™, and cobuy.io, generated on-brand across humans and AI.

Operations

Skill factory

Turns a repeated workflow into a deployable AI skill, so the AI replays it identically instead of you re-explaining it each session.

Repeated workflows get re-invented every session, so your AI can't reliably replay them, the output shifts each time, and the institutional know-how lives in your head instead of in a reusable asset.

Each proven workflow captured once as a deployable skill the AI runs the same way every time, turning a one-off prompt into a versioned capability.

Proof20+ deployable skills live across content, ops, and analytics.

Operations

Course engine

One pipeline that generates, adapts, and maintains monetizable course and credential content without an ed-tech team.

Producing course and certification content at quality usually demands ed-tech headcount or scrappy DIY, and almost no one can keep it current across both consumer and professional audiences from a single operator.

A repeatable pipeline that produces and maintains monetizable course content across audience tiers without standing up an education team.

ProofOne pipeline running a consumer course and a B2B certification from a single operator.

Revenue