FIELD NOTE

SEC.01 / COUCHE DE DONNÉES

APPLIED AI INFRASTRUCTURE

We build the data layer behind frontier applications.

— La course au calcul tire tout vers le bas. Nous prenons en charge la technique lourde, pour que vous puissiez faire le travail humain qui compte.

Konnektron helps mid-market and enterprise teams turn proprietary media, product, and operational data into specialized datasets, agents, managed compute workflows, and deployable systems.

We handle the technical depth required to move from raw information to a working capability that performs reliably in the real world.

See capabilities

— Entamer la conversation

OBJECT EXPLORER

CURRENTLY: IN THE LAB

I pointed a small local model at my own photo archive. Here's what it found.

This isn't a product demo — it's a live experiment. I'm running small, local models against years of my own personal and event photography to see how far lightweight classification can go before you actually need a frontier model.

The same photograph can mean different things depending on who's asking — a product record, an editorial asset, a legal object, a publishing candidate. Flip through the tabs below to see a photo, read five different ways.

PRODUCT INTELLIGENCE

Turn product photography into structured catalog data.

Turn product photography into structured catalog data for search, merchandising, recommendations, customer applications, and model development.

TAG Heuer Connected smartwatch, front view, studio product shot on red — Jason Hargrove was on the team that designed and shipped this watch. — PRODUCT CLASSIFICATION

object_type: product photograph
product_category: watches
product_type: connected smartwatch
brand: TAG Heuer
credit: Jason Hargrove was on the team that designed and shipped this watch.
material: stainless steel caseperforated rubber strap
colour: black & steel
style: sportdigital hybrid display
merchandising_tags: hero product shotcatalog-ready
image_quality: studio product shot, solid red background, even lighting
missing_fields: SKUpricecase diameter
review_status: reviewed — manual classification, no automated pass

SEC.02 / DÉVELOPPEMENT DE DONNÉES

APPLIED AI DATA DEVELOPMENT

Data that teaches systems what good looks like.

Models become useful when the data around them reflects the language, standards, edge cases, and definitions of quality inside the organization using them.

Konnektron develops expert-curated datasets, classification systems, schemas, evaluation environments, synthetic data, and human-review loops for applied AI systems. The resulting data can support search, retrieval, model evaluation, fine-tuning, workflow automation, analytics, publishing, or production software.

expert data curation

media & product data

classification systems

schema design

training & evaluation sets

synthetic data

human review loops

benchmarks

domain expertise

Raw assets
↓
Schema & taxonomy
↓
Automated classification
↓
Human quality review
↓
Searchable dataset
↓
Application / agent / model

Isometric illustration of a Konnektron lab factory — data pipeline components rendered as connected physical modules.

— Des données structurées selon les exigences du travail réel.

SEC.03 / AGENTS SPÉCIALISÉS

SPECIALIZED AGENTS

Agents for workflows generic copilots cannot handle.

Generic copilots were not built around your data, operating procedures, performance standards, or definition of a correct result.

Konnektron builds specialized agents grounded in customer-specific context and evaluated against real workflow criteria. Agents can retrieve information, classify incoming work, operate tools, prepare recommendations, verify outputs, update systems, and route important decisions back to a human operator.

bespoke agents

retrieval interfaces

tool use

workflow orchestration

customer-specific context

memory & state

evaluation loops

verifiers

human-in-the-loop control

Request received
Context retrieved
Action prepared
Policy verified
Human approval required
System updated

The agent does not replace operational judgment. It prepares the work, preserves context, and helps the right person act faster.

SEC.04 / CALCUL GÉRÉ

MANAGED COMPUTE

Right-sized compute for the workload.

Not every AI workload belongs on the same hardware, model, or cloud. Konnektron manages local, dedicated, cloud, hybrid, and frontier-assisted compute for systems that need to run reliably without requiring the customer to become an infrastructure team.

We select and operate the runtime based on the actual work: privacy, data volume, latency, model size, output quality, expected demand, and cost.

local inference

single tenancy

private batch processing

fine-tuning

evaluation runs

cloud acceleration

hybrid runtimes

frontier escalation

production support

Local or single-tenant execution for sensitive documents, proprietary data, internal tools, and predictable workloads.

Workload: Steady-state, sensitive documents & internal tools
Tenancy: Local / single-tenant
Privacy posture: Private — no shared training
Model class: Small to mid-sized, right-sized to task
Latency: Interactive
Support: Managed runtime + monitoring

Your team has the business, the data, and the race to run. Konnektron handles the model runtimes, infrastructure, and technical support that keep the workflow moving.

— L'équipe des stands de l'IA appliquée.

SEC.05 / DÉPLOIEMENT

FORWARD-DEPLOYED DELIVERY

We go forward deployed with you.

Konnektron works alongside your team to move AI systems from idea, prototype, or internal experiment into dependable production use. We help define the workflow, connect the data, select the right models and infrastructure, build the missing application layer, integrate with existing systems, and support the people operating the result.

That may mean deploying something your team has already built, hardening a vibe-coded prototype, extending an existing application, or building a focused system from the ground up. The goal is not more software. The goal is a working capability that fits the organization around it.

forward deployment

application delivery

prototype hardening

production deployment

system integrations

operator interfaces

review workspaces

hosting & monitoring

maintenance & support

From prototype to production.

A prototype can prove that something is possible. Deployment proves that it can survive real users, real data, permissions, edge cases, changing requirements, and operational responsibility. Konnektron handles the work required to cross that gap.

Where a focused interface or application component is required, we build it. Where an existing system can be extended, we integrate with it. Where the customer already has a promising prototype, we help make it production-ready.

Idea / prototype
↓
Workflow & data
↓
Hardening
↓
Integration
↓
Production
↓
Ongoing support

Two people outdoors hands-on with an in-progress robotic build, wiring exposed — hardening a prototype into a working system.

— Nous nous déployons aux côtés de votre équipe.

SEC.06 / COUCHE APPLICATIVE

THE APPLICATION LAYER

Frontier capability is won around the model.

A frontier model does not automatically understand your workflows, constraints, proprietary data, operating environment, or definition of quality. Operational capability comes from the layers built around it:

domain-specific data
workflow logic
appropriate models
evaluation and verification
specialized agents
human control surfaces
production infrastructure
interfaces built around the real work

Konnektron develops and connects these layers so that model capability becomes operational advantage.

The result is not another AI demonstration. It is a working system that helps an established organization become a credible AI operator in its own market — without first becoming an AI lab.

— La capacité frontière se gagne autour du modèle.

SEC.07 / SOUVERAINETÉ DU CALCUL

COMPUTE SOVEREIGNTY

Compute sovereignty is a posture, not a purchase order.

Compute sovereignty means choosing the correct operating boundary for each workload: local, dedicated, single-tenant, cloud, hybrid, or frontier-assisted.

Before work begins, we establish explicit terms around:

where data is processed
what models and runtimes are used
what information is retained
when data is deleted
whether external model providers are involved
how outputs and project data can be exported
who controls the resulting system

Our default bias is private and single-tenant. Frontier-assisted workloads are used only when the customer's data policy, sensitivity, and desired output quality make that tradeoff acceptable. The boundaries are declared before the work begins — not discovered afterward.

boundaries declared before work begins — les limites sont fixées avant le travail

PRIVATE BY DEFAULT

Your data is not used to train shared systems unless you explicitly authorize it.

— Les limites sont fixées avant le début du travail.

SEC.08 / FLUX DE TRAVAIL PROPULSÉS

POWERED WORKFLOWS

From proprietary data to working software.

Data development is only valuable when it powers something people can use. Konnektron turns structured data, models, and agents into systems that fit the way an organization already works. We can integrate with existing software, automate email and review processes, add intelligent features to a website, deploy a customer prototype, build a focused internal tool, or create an operator workspace around a specific workflow.

Product intelligence

Transform images and descriptions into structured catalog data, enrichment workflows, improved search, recommendations, and customer-facing features.

Intelligent inboxes

Classify incoming messages, extract requests, identify urgency, prepare responses, route work, and maintain state across a process.

Review and approval systems

Combine automated analysis with human judgment, permissions, evidence, status tracking, and audit history.

Media and archive operations

Classify assets, generate metadata, attach rights and provenance, support editorial review, and prepare material for search, licensing, or publication.

Specialized workspaces

Build operator interfaces around legal, financial, industrial, media, customer-service, and internal business workflows.

Deployed applications

Harden, host, integrate, and maintain applications built by the customer, developed during an engagement, or assembled using modern AI development tools.

CUSTOM WHERE IT MATTERS. CONFIGURABLE WHERE IT DOESN'T.

Alongside bespoke systems, Konnektron is developing reusable software modules and off-the-shelf agent workflows that can be configured around common operational needs.

product data systems

email integrations

website features

internal tools

operator workspaces

review systems

media pipelines

off-the-shelf agents

managed runtimes

SEC.09 / MODES D'ENGAGEMENT

WAYS TO ENGAGE

Start small. Prove the workflow. Expand what works.

Konnektron engagements can begin with a contained block of work and grow into a larger system only after the underlying workflow and value are understood.

Data Readiness Review

From $500

A focused review of a dataset, archive, or data workflow — identifying structure, quality issues, opportunities, and the smallest useful next step.

Private Processing Run

From $500

A bounded private batch job for classification, extraction, transformation, enrichment, or structured output.

Data Activation Pilot

From $1,500

Turn a defined dataset into structured, reviewable information with a working schema and an initial operational workflow.

Data Enrichment Project

From $2,500

Enrich catalogs, archives, media, provenance, metadata, or operational records around a defined business objective.

Activation Build Sprint

From $5,000

Turn an existing body of data or operational workflow into a working system, prototype, or production-ready starting point.

Custom Prototype Build

Scoped to the work

Agents, operator interfaces, integrations, pipelines, internal tools, and custom applications built around a defined operational objective.

Forward-Deployed Build

Scoped privately

Direct collaboration inside your workflow — from discovery and system design through implementation, deployment, and adoption.

Managed Data Runtime

From $250 / month

Private workspaces, inference, batch processing, agent execution, infrastructure management, monitoring, and technical support.

The smallest useful engagement is usually the best place to begin.

SEC.10 / CONTACT

START A CONVERSATION

Bring us the workflow.

Tell us what is too manual, too fragmented, too slow, or too important to leave to a generic copilot. Konnektron can help determine:

what should be structured
what should be automated
what should remain under human control
what data is missing
what can be deployed immediately
what kind of system would create meaningful operational advantage

Every engagement is founder-led by Jason Hargrove, from the first conversation through delivery.

Founded and led by Jason Hargrove — jasonhargrove.com

— Fondée et dirigée par Jason Hargrove.