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demodoc — forward deploy
forward deploy

Custom AI, built on your stack.

We design and build bespoke agents and automations — equipped to browse, enrich, generate, and act — then wire them into the models, CRM, comms, and design tools your team already runs on — with deterministic guardrails, so the output is auditable, not a black box.

model-agnostic

Any model. Any tool in your stack.

We build with proprietary or open-source LLMs and integrate across the systems you already live in.

ClaudeGeminiChatGPTOpen-Source LLMsSalesforceHubSpotEmailSlackWhatsAppSocialAWSGCPAzureGoogle DriveOneDriveFigmaCanva
what we deliver

Agents with tools. Content on autopilot.

Research agents → Slack, email, CRM

Agents browse web and social, enrich records, and push ranked updates where your team works.

Content pipelines → CMS, email, ads

On-brand pages, campaigns, and creative generated straight into your publishing tools.
lifecycle

Deployed like software.

A repeatable standard for shipping research agents and content pipelines — deterministic where it counts, evaluated against real outputs, and under your control. You direct the agents; you don't hand them the wheel.

▸ integrate

Connect agents and automations to your models, data, and tools.

▸ evaluate

Test against real outputs — measure signal, accuracy, and brand fit.

▸ iterate

Refine the context you extract and the brand voice you generate until it's production grade.

Discuss your build.