myvue · research

Research into how modern businesses actually run.

myvue studies how working teams actually run: where time goes, where knowledge gets stuck on one person, where documentation falls behind the work it describes. What we learn ships as working software. This page is the back-of-house: what we research, how we research it, and what comes out of it.

We study what actually breaks in how teams work.

Why does so much of a business depend on one person remembering the right thing at the right time? Why do clean wikis go stale the moment they're written? Why do new hires spend two months learning "how it's really done" before they're useful? We research the failure modes of modern operations and build the systems that resolve them.

Friction Study

Where time actually goes inside real teams.

Tens of thousands of captured sessions across finance, ops, sales, and field service, structured into a behavioral map of how work flows and where it stalls.

Single-Owner Risk

The workflows that run through one head.

Identify what breaks when that person is out for two weeks. The largest operational risk in most businesses is also the least visible.

Tacit Capture

What teams know but never write down.

Surface tacit operational knowledge into something the organization can hold, transfer, and act on, without forcing anyone to author a doc.

Grounded Systems

Systems that ship out of what we learn.

Knowledge graphs grounded in observed work. Retrieval that respects ownership. Answers drawn from how your company actually runs, not a generic benchmark.

How a field finding becomes shipped software.

01

Pain Point Research

myvue research studies where real businesses lose time, knowledge, and continuity. Captured sessions, operator interviews, and longitudinal studies of how work flows across the actual tools teams use day-to-day.

Example Studying how field-service teams hand off jobs across Outlook, ERP, and dispatch, and finding that the typical handoff depends on one person's memory of the job's context.
02

Shipped Systems

myvue product turns research findings into shipped systems: knowledge graphs grounded in observed work, retrieval that respects ownership, and answers that never invent a process that doesn't exist.

Quote preparation runs three different ways.

Three people do the same process with different step orders. One version is twice as fast, and just as accurate.

Recorded runs41
Versions3
Talking points
01The fastest version takes a median 19 minutes; the other two take 31 and 38.
02All three versions share the same first four steps. They split at the pricing lookup.
03The fast version already covers 22 of 41 recorded runs, so making it the standard is a safe move.

Prepared by myvue lens · drawn from get_process_variations and get_process_detail

The failure modes we keep finding.

Single Points of Failure

One person at every business holds the system together.

When they leave or take leave, months of recovery start. It's the largest operational risk most companies carry, and the least measured.

The Documentation Gap

Wikis decay faster than they're maintained.

The map of how work happens isn't where the work actually happens. It's in inboxes, chat, and the muscle memory of three people.

App Switching

A single workflow crosses a dozen apps.

The cognitive cost is invisible until it's measured. Once it is, it's one of the largest sources of throughput loss inside most ops teams.

Unowned Onboarding

New hires spend weeks figuring out "how it really works here."

That gap has no owner, no budget line, and no measurement, but it's where most early-stage churn originates.

Research methods

How we study operating reality and ship grounded AI.

Session Capture

Capture real work happening in real tools, then structure it into a behavioral process graph. The map is grounded in observed action, not interviewed intent, which means it reflects how work actually flows, including the unwritten parts.

  • Tens of thousands of captured sessions
  • Tool-agnostic behavioral structuring
  • Implicit-step inference
  • Real activity, not self-reported

Process Maturity Modeling

Classify workflows along a spectrum from documented to tribal. Identify which processes survive turnover and which ones live in one person's head. The maturity signal is the foundation of how myvue measures organizational health.

  • Mature / Developing / At-risk / Tribal / Gap classification
  • Owner concentration analysis
  • Documentation freshness scoring
  • Turnover-survivability modeling

Knowledge Risk Surfacing

Detect single-owner workflows, stale documentation, and the gap between what's written and what's done. The riskiest knowledge in most businesses isn't missing; it's invisible. We make it visible before it becomes an incident.

  • Single-owner detection
  • Documented vs. observed drift
  • Knowledge-decay tracking
  • Risk concentration mapping

Grounded Retrieval & Chat

Build answers that respect operating reality. Retrieval ranked by ownership, recency, and actual usage, not just embedding similarity. The model never invents a process that doesn't exist or assigns ownership to someone who isn't on the team.

  • Graph-grounded retrieval
  • Ownership-aware ranking
  • Hallucination guards on entity mentions
  • Source-of-truth citation by default

From field study to product surfaces leadership uses.

Operating Reality

DNA dashboard for leadership.

Research into how leaders consume operational truth led to a single map of people, processes, applications, and knowledge. Health, dependence, and risk become legible at a glance, not buried in seven tabs.

  • Process maturity classification → at-risk surfacing
  • Owner concentration → single-owner alerts
  • Cross-tool capture → unified operating map
Continuity

Onboarding without the ramp-up gap.

Research into the "how it really works here" gap became a continuity surface: new hires arrive into a working playbook on day one. The institutional memory that used to live in three people now lives in a structure the organization owns.

  • Tacit capture → durable institutional memory
  • Maturity scoring → safe-to-run workflows
  • Single-owner detection → handoff readiness
  • Observed work → day-one playbook
Grounded Answers

AI that doesn't hallucinate ownership.

Research into grounded retrieval became myvue lens: ownership-aware ranking, graph-grounded answers, and a model that won't invent a process or assign work to someone who isn't on the team. Hallucinations stop when retrieval is anchored in observed reality.

  • Graph-grounded retrieval → tied to real entities
  • Ownership-aware ranking → no invented assignments
  • Source-of-truth citations → every claim traceable
  • Tool-context awareness → respects what's deployed
Open Questions

Where we're heading next.

Open research questions we're actively studying: how leadership ownership shifts decision cadence, how teams handle shadow processes that emerge faster than they're documented, how AI should hand control back to humans on high-stakes operations.

  • Decision velocity under operating transparency
  • Shadow-process emergence & capture
  • Human-in-the-loop thresholds
  • Long-horizon institutional memory durability

How a finding becomes shipped product.

Every surface in myvue traces back to a research finding. The path from field study to deployed system is short, deliberate, and measured at every stage.

01

Field Study

Captured sessions, operator interviews, longitudinal observation of how work flows.

02

Pattern Discovery

Failure modes isolated and modeled: single-owner risk, doc drift, tool-switch cost.

03

AI System Design

Retrieval, graph, and model behavior designed against the pattern, not against benchmarks.

04

Deployment

Ship to live customer environments, measure outcome against the original finding.

05

Feedback Loop

Customer behavior becomes the next round of research data. The cycle compounds.

See the research applied to your operating reality.

The findings on this page ship as working software. Point myvue at the work and see what the map looks like for your team. The record starts forming the same day.