BUILT AROUND YOUR EXISTING STACK
CRM & sales
Support tools
Knowledge sources
Internal systems
OUR POINT OF VIEW
01 — 06
We connect the intelligence of AI with the judgement of your team. Clear purpose. Considered design. Systems that belong in the real world.
01 / WHAT WE HELP WITH
01 / Workflow automation
NEW REQUEST
↗
✓ APPROVED↗ REVIEW
Give repetitive work a better route.
Connect intake, validation, approvals and updates across the tools your team already uses.
EXPLORE SERVICE ↗
02 / Knowledge assistants
APPROVED SOURCES
⌕
Answer found↗ Source attached
Useful answers. Traceable sources.
Help your team find approved information without searching through five different tools.
EXPLORE SERVICE ↗
03 / Support copilots
Where is my order?Customer enquiry
Suggested replyHere’s the latest update…✓ Ready for agent review
Give your support team a head start.
Prepare grounded draft replies and relevant context while agents stay in control of the customer conversation.
EXPLORE SERVICE ↗
04 / AI product development
✳
Turn a promising idea into a usable product.
Design and build focused AI features around a real user need, with evaluation built into delivery.
EXPLORE SERVICE ↗
05 / AI strategy & discovery
VALUE ↑START HERE ↗EFFORT →
Choose the right problem first.
Find a practical starting point by reviewing workflows, data readiness and the cost of doing nothing.
EXPLORE SERVICE ↗
06 / Evaluation & care
QUALITY MONITOR● OBSERVING
TEST → REVIEW → IMPROVE✓
Keep improving after launch.
Monitor useful outcomes, review failures and maintain the systems your team depends on.
EXPLORE SERVICE ↗
WEBZOST AI / FIELD STUDY 001
SUPPORT SYSTEMS
FEATURED SOLUTION / ILLUSTRATIVE STUDY
Every conversation.
A support copilot that brings scattered policies and order context into one clear review flow.
THE CHALLENGE
Too much searching before the first reply.
THE APPROACH
Ground the draft. Show the source. Keep the agent in control.
WHAT TO MEASURE
Preparation time, corrections and useful completion.
Example solution architecture, not a claim of client delivery or measured business results.
01
DISCOVER
Map the current workflow. Talk to the people doing the work. Check information access and agree a testable outcome.
DELIVERABLE
WORKFLOW MAP / PILOT BRIEF ↗
02
DESIGN
Make the useful path visible.
Prototype the experience, define the system boundaries and decide which actions require a person’s approval.
DELIVERABLE
EXPERIENCE / ARCHITECTURE ↗
03
BUILD & EVALUATE
Test the real-world edges.
Connect the tools and sources. Compare representative cases, review failures and check operating cost as well as output quality.
DELIVERABLE
IMPLEMENTATION / TEST SET ↗
04
LAUNCH & LEARN
A handover, not a hand-wave.
Introduce the workflow gradually. Train the team, document the controls and agree how feedback becomes an improvement.
DELIVERABLE
RUNBOOK / OWNERSHIP ↗
SOURCESREVIEWTOOLS
N/
KNOWLEDGE ASSISTANT
Your information. A useful answer.
Retrieve approved sources, respect access permissions and show where the answer came from.
Approved sources→Retrieval + model→Referenced answer
✳ GPT / OpenAI
✳ MULTI-MODEL
✳ EVALUATION FIRST
✳ HUMAN REVIEW
THE PEOPLE / BEHIND THE SYSTEMS
Strategy, engineering and design at the same table. Because useful AI takes more than a model.
Meet the practice
↗
N / 01
DEMO PROFILE
STRATEGY & PARTNERSHIPS
Maya Sen
Turns an unclear brief into a focused opportunity, with the right people involved from day one.
N / 02
DEMO PROFILE
AI & SYSTEMS ENGINEERING
Jordan Ellis
Connects models, tools and data into understandable workflows with clear operating boundaries.
N / 03
DEMO PROFILE
PRODUCT & EXPERIENCE DESIGN
Alex Chen
Makes complex capabilities feel clear, useful and natural in the hands of the people using them.
N / 04
DEMO PROFILE
AUTOMATION & EVALUATION
Sam Rivers
Builds the handoffs, test cases and feedback loops that keep a system useful after launch.
Illustrative team profiles for layout preview. Replace images and biographies before publishing.
CLIENT PERSPECTIVES / REVIEW COMPONENT
Demo testimonials for layout preview. Quotes and identities are fictional; replace them with permissioned client reviews before publishing.
FROM THE JOURNAL / LATEST NOTES
Writing about clear systems, AI workflows and better ways to work.
SUPPORT SYSTEMS
The first reply should be traceable.
A practical approach to support copilots that show their sources and keep humans in control.
DESIGN & STRATEGY
Designing AI workflows people trust.
Why explainable steps, thoughtful defaults and a clear handoff matter more than a flashy demo.
EVALUATION
Better evaluation before bigger automation.
Build a small representative test set before increasing the reach of an AI workflow.
ALL ARTICLES ↗
WEBZOST AI LAB / RESEARCH & FIELD NOTES
Explore the lab
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04 / GOOD QUESTIONS
Do we need to know which AI model to use?
No. Start with the workflow and the information it needs. Model and integration choices follow the requirements, including quality, access, operating cost and review needs.
Can you work with our existing tools?
We assess the available APIs and permissions during discovery. The proposed scope identifies supported integrations and any manual steps that should remain.
Will the system act without approval?
That depends on the task and its consequences. We define action permissions and review points explicitly. High-impact or ambiguous actions should have a clear human approval route.
What happens after launch?
Every engagement should define an operating owner, documentation and a handover. Ongoing evaluation and maintenance can be scoped separately.