Live answer, requirement 12 of 12

Client-facing delivery

I turn engineering work into updates that client architects, security leads and business owners can each act on.

The requirementWork with client teams, architects, security, infrastructure and engineering staff, and communicate with each in their own terms.

Try it

This demo runs on Cloudflare Workers AI and is not a customer deployment. Paste rough engineering notes and it returns a status update written for a business reader. It also lists each jargon term with a plain replacement.

How it works

Map the stakeholdersI list every client architect, security owner and infrastructure lead in the workspace CRM and contacts app. Each contact record names the one decision that person owns, so every update has a named reader.
Index their languageTheir runbooks, architecture notes and policies go into the retrieval service through its document ingest endpoint. Access is checked per persona before retrieval, and queries come back in the client's own system names.
Draft the updateStatus drafts run through the multi-provider model gateway, which holds the provider keys, applies rate limits and logs every call. Tokens are scoped to an allowed list of apps, and the log shows which model produced a draft.
Cut the jargonI read the draft and replace terms like KEDA or CloudNativePG with wording a business owner can act on. The demo on this page runs that same pass on Cloudflare Workers AI.

Tools

Tool	What it does here	Status
Multi-provider model gateway	Routes every drafting call, holds the provider keys and rate limits, and records each call for later review.	Available
Document retrieval service	Returns the client's own runbooks and decisions, so an update uses their terminology instead of mine.	Available
Workspace apps	CRM, contacts, mail and calendar hold the stakeholder list, send the update, book the review and log the thread.	Available
Approval gates and audit	Would put a named person in front of anything an agent sends outside the engineering team.	Early access
Cloudflare Workers AI	Runs this page's rewrite and jargon list on Llama and bge models; it is not a customer deployment.	Demo only

Available means shipped and in use. Early access means built but not generally available. Roadmap means designed, not built. Demo only means it powers this public demo, not customer deployments.

The full write-up covers access control, evaluation and how this runs inside a customer environment.

Read it on gusit.de

The other answers

LLM applications in productionEvery model call goes through one gateway, guardrails run on both sides, and each task gets a measured model choice.Prompt engineeringI write the output shape first, version the prompt, budget its tokens, and compare model replies before shipping.Retrieval-augmented generationGrounded, cited answers over the customer's own documents, with access rules applied before retrieval.AI agents and orchestrationI build agents that call your systems as registered tools, and the workflows that trigger and sequence them.Request classification and routingI build automation that classifies each inbound request, routes it by role, and holds risky changes for human approval.AI workflow orchestrationI design the steps, contracts, and data flows, then ship them as running workflows on customer systems.API and integration designI publish the API contract first, gate it with keys and scopes, then build integrations against it.Hybrid enterprise integrationI connect AI services to your identity, applications and data, then run them where your policy allows.Prototype to productionI take a prototype through generated test suites and merge review gates to a zero-downtime deploy that rolls back on failure.Approvals and exception handlingI put a person between the agent and the change, with gated tools, a pending queue, expiry, and a record.Evals and output validationI score answers against a versioned rubric, trace failing calls to the integration that broke, and tune latency per call.

Gus IT LLC. Contact gus@gusit.de. Claude is a product of Anthropic PBC. Cloudflare and Workers AI are trademarks of Cloudflare, Inc. Llama is a trademark of Meta Platforms, Inc. Other names are trademarks of their respective owners. Gus IT LLC is an independent engineering firm and is not affiliated with or endorsed by these companies.