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Baselines, architectures & measured results

A useful case study lets a buyer inspect the problem, baseline, architecture, controls and measurement, not only the headline result. Work is published here only when the underlying evidence and the required client permissions exist.

1
Full case study published, with its results shown with their caveats
9
Items every case study must contain before it is published
8
Project snapshots that state sector, problem and capability without results

Selected work

One case study, eight snapshots.

Filter by the kind of problem rather than the industry. Only the first card is a full case study; the others are project snapshots that state the sector, problem and capability without results.

Industry 1 case study · 8 snapshots
illustrative · triage run

New motor claim received — 14 pages, 3 photos.

Triaged. Policy matched, cover confirmed, severity low. Routed to fast-track with 6 fields flagged for review.

ApproveSources · 5
01InsuranceAgentic AI

AI-assisted claims triage for insurance

Document intelligence, retrieval, rules and human review applied to the first-pass claims workflow, with the baseline, evaluation data and controls described.

400
Claims in baseline
180
Golden packs
412
Adversarial cases
aftom.ai / workflows
✓Ingest supplier emailsdone
◎Summarise open ordersrunning
·Draft customer updatesqueued
·Post to ERPqueued
02AI ProductProject snapshot

AI workflow product: concept to production platform

Snapshot: an AI automation product taken from concept to a running platform, covering an LLM workflow engine, a conversational interface, tenant isolation and the cloud foundations to run it.

AI product
Sector
Concept
Starting point
LLM
Capability
apply · step 3 of 4
  1. Details
  2. Identity
  3. Eligibility
  4. Offer
Eligibility confirmedCredit score & ID verified in real time
Loan amount$18,500Term36 months
03FintechProject snapshot

Digital lending platform: identity, eligibility and decision flow

Snapshot: a mobile-first lending journey covering identity verification, bureau checks, affordability scoring and disbursement in one auditable flow.

Lending
Sector
Eligibility
Problem
Auditable
Capability
ops.console
Throughput
Response time
Availability
04TelecomProject snapshot

Enterprise workflow tooling for a telecom group

Snapshot: engineering support for a large telecom group, covering enterprise digital experiences and internal workflow tooling.

Telecom
Sector
Workflows
Problem
Enterprise
Scale
idp · invoice_4471.pdf
ExtractionRulesAudit
invoice_noINV-4471
total$12,480.00
po_matchPO-4471
variance2.1%
Confidenceper field
05Shared servicesProject snapshot

Invoice intelligence for a shared service centre

Snapshot: accounts payable rebuilt around layout-aware extraction and three-way matching, with a review queue that surfaces only genuine variances.

Finance
Sector
Invoices
Problem
Extraction
Capability
airflow · nightly_core
✓extract_core_policy2m 14s
✓dbt_run_marts6m 02s
◎quality_tests — 214running
·publish_feature_storequeued
·refresh_dashboardsqueued
06InsuranceProject snapshot

Data backbone for AI workloads

Snapshot: a legacy warehouse and scheduled exports replaced by orchestrated pipelines, tested transforms, data contracts and a feature store for AI workloads.

Insurance
Sector
Data
Problem
Pipelines
Capability
example-firm.com
LF

Family law,
handled with care.

DivorceParentingProperty
Book a consultation
07Legal TechProject snapshot

Law-firm website: a digital front door

Snapshot: a modern, responsive website for a family-law firm, designed to earn trust at a sensitive moment and make the first consultation easy to book.

Legal
Sector
Enquiries
Problem
Website
Capability
forecast · sku cluster 12
Forecast accuracy
Stockout risk
Carrying cost
08CommerceProject snapshot

Demand sensing and replenishment for omnichannel retail

Snapshot: hierarchical forecasting across stores and channels, with promotion effects modelled and replenishment suggestions written back into the planning system.

Retail
Sector
Forecasting
Problem
Planning
Capability
latalkradio.com / live
LiveShowsHostsListen
stream24/7
formatLive · On demand
scheduleDaily
devicesPhone · Desktop
On airLive
09MediaProject snapshot

Internet talk radio platform: live shows, schedule and hosts

Snapshot: a Los Angeles internet talk-radio website that streams live and on-demand shows, publishes the daily schedule, lists shows and hosts, and lets new hosts apply.

Media
Sector
Streaming
Capability
Schedule
Content

Expert consultation

Have a similar workflow?

Talk to an expert about what a comparable project would involve.

Expert consultation

No number without a baseline.

A percentage on its own proves little. Each figure in an Aviox case study is tied to a measurement taken before the build, using the same definition, on the same process. Where a client cannot publish a figure, or where verification is incomplete, we say so rather than inventing a prettier one.

  • 01
    Baseline captured in week oneCycle time, touch count, error rate and cost per transaction, agreed with your operations lead.
  • 02
    Definitions written downWhat counts as “resolved” is fixed before launch, so nobody can move the goalposts afterwards.
  • 03
    Measured again at 90 daysSame method, same definition, on live production traffic rather than a curated sample.
  • 04
    Published with the caveatsIncluding what did not improve and what we would do differently on the next one.

Questions

Before you get started.

Asked most often by buyers reading the evidence.

  • Each figure is traced to a source such as a dataset, analytics export or product telemetry, with its numerator, denominator, measurement period and statistic recorded. Results are published only once the client has confirmed them, and unverified figures are left out or clearly caveated.

  • Some clients do not permit public attribution. A study can then describe the work with an approved anonymization, and says plainly that the client is not named rather than implying a confidentiality arrangement that does not exist.

  • No. One card is a full case study. The others are project snapshots, labelled as such, which state the sector, the problem and the capability involved without performance results.

  • No. A case study is evidence of a method applied to one baseline, one dataset and one set of rules. Another organization should expect to measure its own baseline rather than reuse these numbers.

  • Use the industry filter above the cards. Cards also link to the matching industry page.

  • Yes. Take an expert consultation or request a quote and describe the workflow.

  • Yes, when the evidence and the required client permissions exist. Until then, other work appears as clearly labelled project snapshots.

Start a conversation

Bring us a workflow
worth measuring.

Tell us the process and what you measure today. We will propose a baseline, the evidence we would collect and how results would be reported.

sales@avioxtechnologies.com Reply within one business day · Mutual NDA available on request