Pick an industry. See what reshapes.
Every industry has a different "wrong-screen-for-the-wrong-person" tax. Below is a working list, with concrete adaptive patterns and a way forward to implementation. Not theoretical — ready to scope.
Banking & Financial Services
Where the same screen serves a CFO, a college student, and a small-business owner; and all three deserve different.
Retail banking apps are designed for an averaged-out user who does not exist. As a result, the average user finds them mildly hostile.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Adaptive KYC journeys
Reshape the journey based on inferred persona: salaried users see income proof shortcuts; small-business owners see GST integration; senior citizens see larger forms and assistance prompts.
Risk narrative that fits the borrower
Same underwriting model. Three different explanations: prime borrowers see speed messaging, near-prime see what improves their offer, declined applicants see why and what to do next.
Advisor dashboards that reshape per client
When the advisor opens a client file, the screen is already organised around that client’s last conversation, life events, and the next-best action — not a generic CRM grid.
Self-service that hides what you cannot do
The "things you can do" menu is rendered live based on product holdings, KYC status, and channel. No more error pages from disallowed actions.
AML alerts ranked by analyst seniority
Junior analysts see fewer, well-explained alerts. Senior analysts see the long tail, with rationale chains and counter-evidence pre-fetched.
Claims forms that ask less
Adapt the claims form by claim type, policy data already known, and customer history. Cut average fields completed by 60% without losing data quality.
How we would start with you
Begin with one customer-facing journey (typically onboarding or servicing) and one internal surface (typically the underwriter or RM screen). Twelve weeks. We will instrument signals, build the inference contract, ship two adaptive surfaces, and prove the lift with a clean A/B before scaling further.
Scope a Banking pilotHealthcare & Life Sciences
A surgeon, a GP, a pathologist, and a patient all open the same EMR. Today they all see the same screen. They should not.
Clinician burnout is, in significant part, a UI problem. Adaptive surfaces directly reduce cognitive load on people who are already running thin.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
EMR home screens by specialty
A cardiologist opens to recent ECGs and high-acuity patients. A psychiatrist opens to follow-up timelines and meds. Same EMR. Same data. Different first 30 seconds.
Discharge instructions in the right register
Same clinical content, three reading levels and two languages, chosen automatically from the patient profile and read-back signals.
Radiology worklists that learn the reader
Order the worklist by what this reader is fastest at, what they have not seen all week, and what the patient pathway needs most. Quietly.
Adaptive clinical trial consent
Consent flows that detect comprehension gaps and reshape, rather than the standard 22-page PDF nobody reads. Audit-trailed and ethics-board ready.
Medical rep tablets that pre-load by clinician
When the rep walks into Dr. Sharma’s clinic, the tablet already shows what is relevant to Dr. Sharma’s prescribing patterns, last-visit topics, and current sample state.
Triage chat that reshapes mid-conversation
The intake form is not a form. It is a conversation that branches, asks for media when needed, and routes to the right specialist with a structured handoff.
How we would start with you
Healthcare deployments succeed when they begin inside one clinical workflow with a small, named group of clinicians who are part of the design. We typically run a 10-week first deployment, with the safety and audit story built from day one.
Scope a Healthcare pilotRetail & E-Commerce
Discovery is not personalised. It is recommended. There is a difference, and your conversion rate knows it.
Retail has had "personalisation" for a decade. Adaptive AI is what comes next — the layout itself adapts, not just the carousel inside it.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Category pages that reshape by intent
A first-time visitor browsing sarees sees a guided buying journey. A returning loyalist sees what is new in her favourite brands. Same URL, different shape.
Search results that adapt to expertise
Detect query sophistication. Novices get filters and education. Experts get precise specs and side-by-side comparison. No segmentation cookie required.
Returns flows that route, not refuse
Reshape the returns flow by item type, frequency of returns, and customer LTV. The right outcome is sometimes a refund, sometimes an exchange, sometimes a credit, sometimes a conversation.
Buyer tools that surface the right SKU
Internal merchandising consoles where the data view is shaped by the buyer’s category, seasonality stage, and current planning task. Reduces tab-switching by an order of magnitude.
Personal home screens, daily
For each loyal customer, the home is composed daily: restock-due, new-in-favourites, and a single curated surprise. Not a recommendation row; a personal page.
Wholesale portals that learn the buyer
Same B2B portal, but for a hotel chain it surfaces consumables; for a hospital, sterile supplies; for a retailer, replenishment cadence. Adapts down to the buyer at the buyer.
How we would start with you
Pick one high-traffic category and one internal merchandising surface. Six to eight weeks to ship. We measure lift on add-to-cart and time-to-find, not generic engagement, so the case for scale is defensible.
Scope a Retail pilotEducation & EdTech
Learning is the original adaptive problem. We just keep building static products to solve it.
A class of forty students should be a class of forty interfaces. Adaptive AI makes that possible at unit economics that work.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Lessons that branch on misconception
When a student gets a question wrong, the next screen is shaped by what the model thinks the misconception actually is — not just “here is a similar question.”
Course catalogues that read your profile
When a student opens course planning, the system already knows her major, the credits she has taken, and what she is aiming at — and reshapes the catalogue accordingly.
Mock tests that adapt difficulty live
Not adaptive in the IRT sense alone — adaptive in the UI sense. The clock, the hint affordances, the question density all reshape for the student.
Training that fits the learner’s job
The same compliance module reads completely differently for a warehouse supervisor and a CFO. Adapt by role, recent work, and prior assessment outcome.
Teacher dashboards that focus attention
For each class, surface the three students most likely to need help today, with the specific gap, in the specific language the teacher prefers. Five-minute prep replaces an hour.
Accessibility that is not an opt-in
Sensory needs, attention profiles, and language fluency drive the rendering automatically. Accessibility shifts from compliance to default.
How we would start with you
EdTech rollouts work best in a single subject with a single age band and a single school as the proving ground. We commit to ship a working pilot in twelve weeks with a measured learning-gain delta before any commercial scaling.
Scope a Education pilotManufacturing & Industrial
A maintenance technician at 3 a.m. on a noisy shop floor does not need the same screen as the plant head at 9 a.m. in an office.
Industrial software is famously hostile to the people who actually use it. Adaptive design here is not luxury; it is throughput.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Plant dashboards by role and shift
Shift supervisor at the start of A-shift sees handover and current OEE risk. Same dashboard at end of C-shift opens to incidents to log and pre-prepared handover notes.
Inspection flows by line, by part
The inspection checklist reshapes for the part being inspected, the inspector’s certifications, and the line’s recent defect pattern. Faster, more accurate, audit-clean.
Field tech apps that pre-load the truck
Before the technician arrives, the app has loaded the asset history, likely failure modes, parts inventory in the van, and yesterday’s tech’s notes. Time-on-site drops by 30%.
Permit-to-work that knows the site
Permit forms reshape by site, work type, and historical incidents. Pre-filled, pre-warned, and explainable in audit. Compliance without the friction.
Control-room HMI that hides what is quiet
Same SCADA data, but the screen brings forward what is anomalous now and pushes back what is stable. Operator attention is finite; the UI respects that.
Procurement consoles by category
A direct-materials buyer and an indirect-services buyer see fundamentally different consoles. Single platform; tailored utility.
How we would start with you
Industrial deployments start at one plant, one shift, one role. We embed for the first cycle and instrument carefully. Most clients scale to three plants within a year of the first pilot working.
Scope a Manufacturing pilotSaaS & Enterprise Software
The fastest path to retention is for the product to feel like it knows your customer better than the salesperson did.
Most SaaS products are designed for the buyer, not the end-user. Adaptive AI rebalances that, which is usually the entire retention story.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Onboarding that opens at step N, not step 1
Detect what the new user already knows from signup signals and existing tool integrations. Skip what is obvious. Show what is novel. Activation rates jump by 20-40%.
Help that knows what you were doing
Replace the static help centre with an inline assistant that reads the user’s current task graph and answers with respect to it. Support tickets drop.
Surface advanced features only when ready
Hide the 80% of features that confuse 80% of users on day one. Surface them as the user’s mastery model crosses thresholds. Same product feels simpler and deeper.
Upgrade prompts that fit the use-case
The case for the next tier is made in the language of what this user actually does — not a generic features table. Conversion to paid tier improves materially.
Admin consoles by org maturity
A 20-seat customer’s admin and a 20,000-seat customer’s admin face fundamentally different problems. Reshape accordingly.
Saves that actually fit the reason
When a user heads to cancel, the dialogue reshapes by inferred churn reason, recent usage, and lifecycle stage. Saves get a fair hearing without being annoying.
How we would start with you
Pick one of activation, in-app guidance, or admin onboarding. Six to eight weeks to a measured outcome. Adaptive surfaces compound: the first ship makes the second cheaper.
Scope a SaaS pilotMedia & Entertainment
Recommendation is solved. Composition is not. The next decade of media UX is in how the page is built, not what is on the carousel.
Audiences are not segments. They are moments. Adaptive design treats every visit as its own audience of one.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Front pages that compose per reader
Same editorial budget, different composition. A sports reader gets sports above the fold; a finance reader gets markets, and so on — without losing editorial voice.
Home rails that reshape by mood signal
A Friday-night session and a Wednesday-afternoon session should not show the same home. Adapt rails, copy, and even thumbnail framing.
Studio tools that match the creator’s craft
A long-form essayist and a daily short-form creator need entirely different consoles. Today they get the same one. Bad.
In-game UI that reads the player
Difficulty, hints, tutorial pacing, even the chat interface adapt to a player’s skill curve and play style — not a setting they picked at install.
Podcast apps that resume in context
The home screen knows what you were doing yesterday: half-listened episodes, follow-ups for the topics you starred, and a new recommendation that fits the time you have right now.
Live UX that adapts to the moment
For a live match, the screen reshapes between play, replay, half-time and post-match. Same broadcast, different best UI in each phase.
How we would start with you
Media works best when we adapt one surface per audience cohort and prove engagement lift cleanly. We typically partner with the editorial or product team rather than data science alone, because composition is an editorial decision.
Scope a Media pilotLogistics & Supply Chain
A control tower, a driver app, and a customer support agent all watch the same shipment. They should see entirely different things.
Exceptions in logistics are routine; the UI treats them as edge cases. Adaptive design makes the exception the first-class citizen.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Dashboards that surface only what is broken
Operators do not need a sea of green. The control tower opens to the shipments that need a human decision now, with the context already gathered.
Driver apps that adapt by trip type
A long-haul truck driver and a last-mile rider need different home screens, even on the same platform. Adapt route, density, and even font size by context.
Pick-pack consoles by SKU velocity
Fast-movers and long-tail SKUs require entirely different pick UX. Adapt picking sequence, bin display, and check-step strictness.
Track-and-trace by buyer expectation
A first-time D2C buyer and a B2B procurement officer need different track pages. One wants reassurance; the other wants exception SLAs.
RFQ consoles that learn the category
Buying packaging is not buying steel. The RFQ console reshapes by spend category — benchmark data, vendor pool, and risk factors all change.
Customs filings that auto-adapt
HSN code suggestions, document checklists and risk flags all reshape by route, commodity, and historical clearance pattern.
How we would start with you
Logistics deployments are best run alongside a real operational change: a new lane, a new DC, a new customer. We use that anchor to ship adaptive surfaces inside an existing programme, not as a separate IT project.
Scope a Logistics pilotPublic Sector & Government
The widest user base in any country deserves the most adaptive software. The reverse is what we have built.
A citizen portal has to serve a tech-fluent twenty-something and a digitally-anxious grandparent on the same URL. Adaptive design is the only honest answer.
Concrete use cases
Each entry is something we have either shipped or scoped. Not a vision document.
Schemes-finder that asks two questions
Most welfare-scheme portals show every scheme to every citizen. Two adaptive questions and a profile signal can collapse a list of 200 schemes to the four that apply.
Filing flows by taxpayer profile
A salaried filer, a freelancer, and a small business need different ITR experiences. The forms remain compliant; the flow does not.
Public-health campaigns by literacy
The same campaign reads differently for different literacy and language profiles. Adaptive content keeps the science honest and the comprehension high.
E-court interfaces by role
A litigant, a clerk, and a judge each need a fundamentally different view of the same case file. Adapt without compromising audit and access control.
School-admin portals by district need
A district running at full attendance and one running below should see different priority items on the same morning. Adapt to district KPIs.
Emergency-response consoles by role
During a crisis, a field officer, a control-room head, and a minister’s office all need the same data shaped completely differently. Adaptive design saves minutes — which save lives.
How we would start with you
Public-sector work is best framed as a citizen-experience pilot rather than a technology project. We partner with a department’s programme lead, deliver a small number of adaptive surfaces with strong audit, and document the lift in citizen satisfaction and processing time.
Scope a Public pilot