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Our Work

From frontier labs to Main Street.

Few consultancies have worked at both ends of the AI economy: inside the training and evaluation pipelines that build frontier models, and on the ground deploying AI for businesses that had never used it. That range is our edge.

Frontier AIInsights & Predictive Modelling

Human data & capability measurement for xAI

Sustained work inside xAI's human-data pipeline, measuring rapidly growing model capabilities: evaluating and ranking model outputs, authoring expert feedback and rubrics, and building benchmark-grade evaluation datasets used to improve production frontier models. Engaged through G2i's engineering network and directly; program specifics remain under NDA.

xAI · Human Data · via G2i & direct

A client reference for this engagement is available to qualified procurement authorities on request.

At a glance

  • Leadership role in frontier-model human-data programs
  • Expert evaluation & critique feeding RLHF-style pipelines
  • Rubric and eval-task design for capability benchmarks

Stack

PythonTypeScriptEval harnessesRLHF workflows
Creative & MediaCognitive Automation

AI-assisted production workflow automation for a creative studio

Designed and delivered AI-assisted workflow automation for Toronto creative studio Lech Studio: generative-AI tooling for research and concept development, automated iteration of production assets, automation of brief processing and client-delivery documentation, and an agent-based outreach system that drafts personalized new-business outreach for human review, with human-in-the-loop checkpoints keeping creative control with the artists.

Lech Studio · Toronto · London · Dubai

A client reference for this engagement is available to qualified procurement authorities on request.

At a glance

  • Delivered and embedded in the studio's standard production process
  • Faster iteration cycles on client work
  • Agent-based outreach runs new-business development alongside production
  • Studio team runs the workflows independently, with playbooks and training

Stack

Generative AIWorkflow automationCreative tooling
Marketing & CXMachine InteractionsConfidential · details under NDA

Client-facing chatbots and customer-support AI for agencies

Designed and deployed AI chatbots and customer-support automation that agencies now operate for their own clients, including escalation design, brand-voice tuning, and analytics.

Marketing Agencies · Multiple engagements

A client reference for this engagement is available to qualified procurement authorities on request.

At a glance

  • Support chatbots deployed to production
  • Human-escalation and QA loops built in
  • Agency teams trained to operate independently

Stack

LLM APIsRAGHelpdesk integration
SMBMachine InteractionsConfidential · details under NDA

Practical AI adoption for local businesses

Brought production AI to local Ontario businesses: customer-service automation, document workflows, and model deployment scaled to small-business budgets and operations.

Ontario Small Businesses · Multiple engagements

A client reference for this engagement is available to qualified procurement authorities on request.

At a glance

  • Customer-service automation in daily use
  • Measurable response-time reduction
  • Owner-operated systems with no ongoing dependency

Stack

ChatbotsAutomationManaged deployment

A note on discretion

Some of our best work can't be named.

Frontier-AI engagements run under strict confidentiality, and we honour that absolutely. References and verifiable details are available to qualified buyers under NDA, including for procurement evaluation.