Tinkerberry Labs
The catalogue

112 ways teams stop doing work by hand.

Every entry names the manual process it replaces, what we build instead, and the outcome you should expect. Search it, filter it, and send us the ones that describe your week.

E-commerce

WISMO & order-status agent

Today: Half of all tickets are 'where is my order', answered manually by copy-pasting tracking links.

We build: An agent connected to your store and carrier APIs that answers in-chat and by email, with real tracking data and proactive delay notices.

50-70% of support volume deflected; first response drops from hours to seconds.

Shopify Admin APIAftership / carrier APIsClaudeZendesk or Gorgias
More for e-commerce
E-commerce

Returns and refunds triage

Today: Return requests arrive in free text and get manually judged against policy, inconsistently.

We build: AI reads the request, checks order date, item condition and policy, auto-approves clean cases and escalates edge cases with a recommendation.

70% of returns auto-processed, policy applied consistently, fraud patterns flagged.

Order DBPolicy RAG indexHuman-in-the-loop approvals
More for e-commerce
E-commerce

Product listing and SEO copy generation

Today: Every new SKU needs titles, bullets, meta descriptions and alt text, written by hand.

We build: A pipeline that takes supplier data plus product photos and drafts channel-specific listings in your brand voice, queued for one-click review.

Catalog launches go from days to hours; 10x more long-tail keyword coverage.

Vision modelsBrand voice prompt libraryShopify / Amazon feeds
More for e-commerce
E-commerce

Review mining and product intelligence

Today: Thousands of reviews and support chats hold the reason for churn, but nobody reads them.

We build: Weekly clustering of reviews, tickets and returns into themes with severity, linked back to SKU and batch.

Quality issues caught weeks earlier; roadmap and PDP copy driven by real objections.

Review APIsEmbeddings + clusteringSlack digest
More for e-commerce
E-commerce

Abandoned-cart and winback sequences with real personalisation

Today: Generic 'you left something behind' emails with a blanket discount that erodes margin.

We build: Per-customer message generation using browsing, past orders and objection history, with discount logic tied to predicted margin.

15-30% lift in recovery revenue with lower average discount.

KlaviyoCustomer data warehouseLLM copy generation
More for e-commerce
E-commerce

Supplier and inventory exception watch

Today: Stockouts and late POs are discovered when a customer complains.

We build: An agent that watches inventory velocity, supplier confirmations and inbound shipments, then raises exceptions with a suggested action.

Stockouts caught days earlier; buyer time shifted from checking to deciding.

ERP / inventory APIEmail parsingSlack + approvals
More for e-commerce
E-commerce

Influencer and UGC pipeline

Today: Sourcing creators, chasing deliverables and tracking usage rights is a spreadsheet job.

We build: Automated creator sourcing, personalised outreach, contract generation and deliverable chasing with a live status board.

3-5x more creators managed per marketer.

Creator databasesDocuSignAirtable / Notion
More for e-commerce
E-commerce

Marketplace and ad-account anomaly alerts

Today: Ad spend or marketplace performance breaks quietly on a weekend.

We build: Daily anomaly detection across ROAS, CPA, buy-box and listing health with plain-English explanations of what changed.

Wasted spend caught within a day instead of a fortnight.

Meta / Google Ads APIsAmazon SP-APIAnomaly detection
More for e-commerce
Healthcare

Voice and chat appointment agent

Today: Calls go unanswered at peak hours and after close, so bookings leak to whoever picks up.

We build: A voice and WhatsApp agent that books, reschedules and cancels directly in your practice management system, with a human handoff for anything clinical.

After-hours bookings captured; call abandonment drops sharply.

Twilio / voice modelsPractice management APIWhatsApp Business
More for healthcare
Healthcare

No-show prediction and dynamic reminders

Today: One flat SMS reminder for everyone, and empty chairs anyway.

We build: A model that scores no-show risk per booking and escalates channel and timing for the risky ones, with an automatic waitlist backfill.

20-40% no-show reduction and near-instant slot backfill.

Historical booking dataGradient boosted modelSMS / WhatsApp
More for healthcare
Healthcare

Digital intake and pre-visit summarisation

Today: Paper or PDF intake forms retyped into the EMR by staff.

We build: Conversational intake that structures answers, flags red-flag responses and writes a clean pre-visit summary for the clinician.

Retyping eliminated; clinicians start visits already briefed.

Structured extractionEMR integrationConsent logging
More for healthcare
Healthcare

Insurance eligibility and claims prep

Today: Staff manually check coverage and rekey claim data, then rework denials.

We build: Automated eligibility checks, claim assembly with code suggestions, and a denial-reason classifier that drafts appeals.

Denial rework time cut sharply; faster reimbursement cycles.

Clearinghouse APIsDocument AIAudit trail
More for healthcare
Healthcare

Clinical documentation assistance

Today: Clinicians write notes after hours, driving burnout.

We build: Ambient or dictated note drafting into your template structure, always reviewed and signed by the clinician.

Documentation time per encounter typically halved.

Speech-to-textTemplate-constrained generationSign-off workflow
More for healthcare
Healthcare

Recall and preventive-care outreach

Today: Patients due for follow-up are never contacted because nobody has time to run the list.

We build: Automated recall lists with personalised, compliant outreach and booking links, tracked to conversion.

Dormant patient revenue recovered every month.

EMR queriesMessaging automationAttribution reporting
More for healthcare
Healthcare

Referral intake and routing

Today: Referrals arrive by fax, email and portal in a dozen formats.

We build: Ingestion and extraction into one queue with urgency classification and automatic acknowledgement to the referrer.

Referral leakage reduced; turnaround measured instead of guessed.

Fax / email ingestionOCR + extractionRouting rules
More for healthcare
Healthcare

Policy and protocol answering for staff

Today: Staff interrupt seniors to ask what the protocol is.

We build: An internal assistant grounded strictly in your own SOPs, with citations back to the source document.

Faster onboarding, fewer interruptions, consistent answers.

Document RAGAccess controlCitation enforcement
More for healthcare
Real Estate

Instant lead qualification and booking

Today: Portal and ad leads sit unanswered; the first responder usually wins the deal.

We build: An agent that replies within seconds on WhatsApp, SMS or chat, qualifies budget, timeline and financing, and books a viewing straight into the agent calendar.

Response time in seconds, qualified viewings up several fold.

Portal webhooksWhatsApp / SMSCRM + calendar
More for real estate
Real Estate

Listing content generation

Today: Writing descriptions, social captions and brochure copy for every listing.

We build: Photos and facts in, compliant listing copy, floor-plan captions, social posts and email blasts out, in one brand voice.

Listing go-live time cut from hours to minutes.

Vision modelsMLS / CRM dataCanva / brochure templates
More for real estate
Real Estate

Tenant maintenance triage

Today: Maintenance requests come by phone and text and get manually dispatched.

We build: An intake agent that classifies urgency, asks for photos, applies your escalation matrix and dispatches the right contractor with a tracked ticket.

Emergency response consistent; property managers stop being switchboards.

Tenant portal / WhatsAppContractor dispatchTicketing
More for real estate
Real Estate

Dormant database reactivation

Today: Thousands of old enquiries sit in the CRM, never touched again.

We build: Segmented, personalised reactivation campaigns referencing what each contact originally wanted, with live conversation handling on replies.

Pipeline created from contacts you already paid for.

CRM exportPersonalised generationConversation agent
More for real estate
Real Estate

Comparative market analysis drafting

Today: Preparing a CMA or valuation pack takes an agent hours per appraisal.

We build: Automatic comparables pull, pricing rationale drafting and a branded pack produced from your template.

Appraisal prep down to minutes, more listing presentations per week.

Comparable data sourcesDocument generationBrand templates
More for real estate
Real Estate

Lease and contract review

Today: Reviewing leases and vendor contracts clause by clause.

We build: Clause extraction against your playbook, deviation flagging and a plain-English summary of risk.

Review time cut by 60-80%, with a consistent standard applied.

Document AIClause playbookReviewer sign-off
More for real estate
Real Estate

Viewing feedback and vendor reporting

Today: Chasing feedback after viewings and writing weekly vendor updates.

We build: Automated feedback collection after each viewing, summarised into a vendor-ready weekly report with price guidance.

Vendors updated reliably; awkward price conversations backed by evidence.

Post-viewing surveysSummarisationEmail automation
More for real estate
Real Estate

Short-let pricing and guest messaging

Today: Manual nightly pricing and repetitive guest questions across platforms.

We build: Demand-aware pricing suggestions plus a multi-channel guest agent that handles check-in, house rules and local recommendations.

Higher occupancy at better rates, guest replies in seconds.

Channel manager APIsPricing modelGuest messaging agent
More for real estate
Legal

Contract review against your playbook

Today: Every contract is read clause by clause, and standards drift between reviewers.

We build: Clause extraction and comparison against your fallback positions, with deviations, missing clauses and risk ranking presented for a lawyer to accept or reject.

First-pass review time cut by 60-80% with a consistent standard.

Document AIClause playbookWord / iManage integration
More for legal
Legal

Client intake and conflict pre-check

Today: Intake calls become unstructured notes that someone retypes into the matter system.

We build: A guided intake agent that captures the facts, runs a conflicts pre-check against your database and drafts the engagement letter.

Matters opened same-day; no lost intake detail.

Intake forms / voicePractice management APITemplate generation
More for legal
Legal

Discovery and disclosure triage

Today: Tens of thousands of documents reviewed for relevance and privilege by hand.

We build: Relevance and privilege classification with confidence scores, prioritised review queues and full audit trail of every call.

Review hours concentrated on the 10% of documents that matter.

eDiscovery platformClassification modelsAudit logging
More for legal
Legal

Legal research memo drafting

Today: Research memos start from a blank page every time.

We build: A grounded research assistant that pulls from your own precedent bank and approved sources, drafts a memo and cites every proposition.

Memos drafted in an hour instead of a day, then verified by a lawyer.

Precedent RAGCitation enforcementReviewer workflow
More for legal
Legal

Matter status and client updates

Today: Clients chase for updates; partners write the same email fifty times.

We build: Automated matter-status summaries generated from time entries, filings and emails, sent on a schedule after a partner approves.

Client satisfaction up, chasing emails gone.

Practice managementSummarisationApproval queue
More for legal
Legal

Time-entry reconstruction

Today: Unbilled work is lost because nobody logs time as they go.

We build: Draft time entries reconstructed from calendar, email and document activity, presented for edit and approval.

Recovered billable hours that were previously written off.

Calendar / mail APIsNarrative generationBilling system
More for legal
Legal

Compliance and regulatory change watch

Today: Regulatory updates are tracked manually across many sources.

We build: Continuous monitoring of relevant regulators, with change summaries mapped to the internal policies each change affects.

Nothing missed; impact analysis starts pre-written.

Source monitoringPolicy mappingDigest delivery
More for legal
Legal

Knowledge assistant over the firm's own work

Today: The best precedent already exists somewhere in the DMS and nobody can find it.

We build: A search and answer layer over your document management system, respecting matter-level permissions.

Precedent found in seconds; juniors ramp far faster.

DMS integrationPermission-aware retrievalCitations
More for legal
Hospitality

AI phone host for bookings

Today: Calls during peak hours go to voicemail and never convert.

We build: A natural-sounding voice agent that takes reservations, answers menu, parking and opening-hours questions, and escalates anything unusual to staff.

Missed-call revenue recovered; staff stop juggling handset and floor.

Voice modelsBooking platform APICall transfer rules
More for hospitality
Hospitality

Review generation and response

Today: Happy customers never leave reviews, and bad reviews sit unanswered.

We build: Timed post-visit requests routed by sentiment, with drafted, brand-voice responses to every public review for one-click approval.

Review volume and rating both climb; response time in hours not weeks.

POS / booking triggersGoogle & TripAdvisor APIsApproval queue
More for hospitality
Hospitality

Demand forecasting for rota and prep

Today: Staffing and prep are guesswork, so you overspend or run out.

We build: Forecasts from historical covers, weather, local events and bookings, converted into a suggested rota and prep list.

Labour cost and food waste both trimmed by single-digit percentage points.

POS historyForecasting modelRota tooling
More for hospitality
Hospitality

Multi-channel guest messaging

Today: Enquiries arrive on Instagram, WhatsApp, email and the website, each checked by someone different.

We build: One inbox with an agent that answers common questions instantly and routes the rest with full context.

Response time collapses; nothing falls between channels.

Meta / WhatsApp APIsUnified inboxRouting rules
More for hospitality
Hospitality

Menu, offer and social content engine

Today: Marketing gets done when someone remembers.

We build: A weekly content pipeline generating posts, stories and email from your calendar, stock and events, scheduled after approval.

Consistent presence without hiring an agency.

Content generationScheduling toolsBrand asset library
More for hospitality
Hospitality

Supplier invoice capture

Today: Delivery notes and invoices are keyed into accounting by hand.

We build: Photograph or forward the invoice, and line-level data is extracted, price-checked against the last order and pushed to accounting.

Bookkeeping hours cut; price creep detected automatically.

Document AIXero / QuickBooksPrice variance alerts
More for hospitality
Hospitality

Waitlist and cancellation recovery

Today: Late cancellations leave gaps nobody has time to refill.

We build: Instant waitlist outreach in priority order across SMS and WhatsApp until the slot is claimed.

A meaningful share of cancelled slots refilled the same day.

Booking systemMessaging automationPriority logic
More for hospitality
Hospitality

Loyalty and win-back journeys

Today: Regulars quietly stop coming and nobody notices.

We build: Lapse detection per customer with a personalised, well-timed offer instead of a blanket discount blast.

Retention lifted at lower promotional cost.

POS / CRM dataLapse modellingMessaging automation
More for hospitality
Recruiting

Structured CV screening

Today: Screening is done on gut feel in whatever order CVs arrive.

We build: Every application scored against the same explicit criteria, with evidence quoted from the CV and a shortlist ranked for a recruiter to confirm.

Whole applicant pool assessed instead of the first forty.

ATS integrationStructured scoring rubricBias review process
More for recruiting
Recruiting

Candidate screening interviews

Today: Phone screens eat recruiter days and get scheduled a week out.

We build: An async chat or voice screen candidates complete on their own time, producing a structured summary and recommendation.

Screening capacity multiplied; candidates progress within a day.

Async interview agentTranscript summarisationATS write-back
More for recruiting
Recruiting

Interview scheduling across panels

Today: Coordinating four calendars over email takes days per candidate.

We build: An agent that negotiates times with candidate and panel, books, reschedules and chases confirmations.

Scheduling reduced from days of email to minutes.

Calendar APIsMessagingATS status sync
More for recruiting
Recruiting

Sourcing and personalised outreach

Today: Templated InMails get ignored, and manual personalisation does not scale.

We build: Profile research plus outreach written to each candidate's actual background, with reply handling and interest qualification.

Response rates typically double against templated outreach.

Sourcing toolsResearch agentSequencing platform
More for recruiting
Recruiting

Job description and ad generation

Today: JDs are copy-pasted from ten-year-old templates.

We build: Generation from the hiring manager's intake conversation, tuned for inclusivity and channel, with variants per platform.

Better applicant quality from clearer, more specific ads.

Intake captureInclusive-language checksJob board APIs
More for recruiting
Recruiting

Candidate re-engagement from your ATS

Today: Thousands of silver-medal candidates sit in the ATS unused.

We build: Automatic matching of new roles against past applicants and re-engagement with the context of their previous application.

Placements sourced at near-zero acquisition cost.

ATS dataSemantic matchingOutreach automation
More for recruiting
Recruiting

Reference and compliance checking

Today: Chasing referees and right-to-work documents by email.

We build: Automated reference collection, document verification and expiry tracking with escalation when something is missing.

Compliance packs completed faster with a clean audit trail.

Document verificationReminder automationCompliance dashboard
More for recruiting
Recruiting

Onboarding orchestration

Today: New starters need accounts, kit, training and paperwork coordinated across five teams.

We build: A workflow that fires all provisioning tasks, chases owners and answers the new starter's questions from your handbook.

Day-one readiness becomes the norm rather than the exception.

HRISIT provisioningPolicy assistant
More for recruiting
Finance

Accounts payable invoice processing

Today: Invoices arrive by email as PDFs and are keyed in line by line.

We build: Automatic extraction, PO and receipt matching, coding suggestions, duplicate detection and approval routing by amount and department.

Most invoices flow straight through; humans handle exceptions only.

Document AIERP / accounting systemApproval workflow
More for finance
Finance

Collections and AR chasing agent

Today: Chasing overdue invoices is nobody's favourite job, so it slips.

We build: Escalating, relationship-aware chase sequences with payment links, dispute detection and automatic handoff when a customer replies with a problem.

DSO improvements of one to three weeks are common.

Ledger dataEmail / SMSPayment links
More for finance
Finance

Expense policy enforcement

Today: Expense claims are approved by managers who never read the policy.

We build: Every claim checked against policy with receipt verification and outlier detection, flagging only what actually breaches.

Policy applied consistently; approver time nearly eliminated.

Expense platformOCR + policy RAGAnomaly detection
More for finance
Finance

Bank reconciliation assistance

Today: Unmatched transactions consume the first three days of close.

We build: Match suggestions with confidence scores and learned rules from past decisions, leaving only genuinely ambiguous items.

Reconciliation effort reduced substantially each month.

Bank feedsMatching engineAccounting API
More for finance
Finance

Management reporting and commentary

Today: The numbers are ready on day five, the commentary lands on day twelve.

We build: Variance analysis and draft narrative generated from your ledger and budget, in your reporting format, for the controller to edit.

Reporting pack drafted the day the ledger closes.

Warehouse / ledgerVariance analysisNarrative generation
More for finance
Finance

Client onboarding for accounting practices

Today: New clients need KYC, engagement letters, software access and a data request list.

We build: One orchestrated flow: identity checks, letter generation, portal setup and an automated chase for missing records.

Onboarding cycle cut from weeks to days.

KYC providersE-signaturePractice management
More for finance
Finance

Transaction categorisation for bookkeeping

Today: Bookkeepers categorise thousands of low-value transactions manually.

We build: Client-specific categorisation learned from history, with confidence thresholds and a review queue for the unclear.

The bulk of routine coding handled automatically.

Accounting APIsPer-client modelsReview interface
More for finance
Finance

Audit evidence preparation

Today: Audit requests trigger a scavenger hunt across drives and inboxes.

We build: An assistant that locates, assembles and indexes supporting evidence against each audit request, flagging gaps early.

Audit prep time cut sharply, with fewer late surprises.

Document searchRequest trackingEvidence index
More for finance
Insurance

Submission intake and data extraction

Today: Broker submissions arrive as varied spreadsheets and PDFs, rekeyed by underwriting assistants.

We build: Automatic ingestion, extraction into your schema, completeness checking and an auto-reply requesting missing information.

Underwriters see clean, comparable submissions on day one.

Email ingestionDocument AIPolicy admin system
More for insurance
Insurance

First notice of loss triage

Today: Claims are triaged in the order they arrive, not by severity.

We build: Classification by severity, complexity and fraud signal, with routing to the right adjuster and an instant acknowledgement to the claimant.

Serious claims reach the right desk in minutes.

Intake channelsClassification modelsClaims system
More for insurance
Insurance

Claims document review

Today: Adjusters read repair estimates, medical reports and invoices line by line.

We build: Extraction and cross-checking against policy limits and coverage, surfacing inconsistencies for adjuster judgement.

Review cycles shortened; leakage reduced.

Document AICoverage rulesAdjuster review UI
More for insurance
Insurance

Renewal campaign automation

Today: Renewals are worked from a spreadsheet and some clients are contacted late.

We build: Automatic renewal pipeline with market comparison packs drafted per client and multi-channel outreach on a schedule.

Retention protected; brokers spend time on negotiation, not admin.

Policy dataDocument generationOutreach automation
More for insurance
Insurance

Coverage question assistant

Today: Staff read long wordings to answer routine coverage questions.

We build: An assistant grounded in your policy wordings and endorsements that answers with clause-level citations.

Answers in seconds with the source attached.

Wording RAGCitation enforcementAccess control
More for insurance
Insurance

Complaints and regulatory reporting

Today: Complaint logging and root-cause coding are inconsistent.

We build: Automatic detection of complaints across channels, structured logging, root-cause classification and regulatory report drafting.

Regulatory deadlines met with an evidenced trail.

Channel monitoringClassificationReporting templates
More for insurance
Insurance

Fraud signal detection

Today: Fraud is spotted only when an adjuster has a hunch.

We build: Cross-claim pattern analysis over networks, documents and text, escalating scored cases to SIU with the reasoning attached.

Suspicious clusters surfaced that manual review would miss.

Graph analysisText signalsSIU workflow
More for insurance
Insurance

Quote comparison packs

Today: Producing a client-facing comparison of five markets is a manual formatting job.

We build: Automatic normalisation of quotes into a like-for-like comparison with a plain-English summary of coverage differences.

Comparison packs produced in minutes, consistently branded.

Quote ingestionNormalisation logicDocument generation
More for insurance
Logistics

Shipping document processing

Today: Bills of lading, packing lists and customs paperwork are keyed in by hand across formats and languages.

We build: Extraction into your TMS schema with cross-document consistency checks and exception flagging.

Document handling time cut by most of its current cost.

Document AITMS integrationValidation rules
More for logistics
Logistics

Proactive delay detection

Today: Delays surface when a customer calls to ask where their freight is.

We build: Continuous monitoring of carrier events, weather and port congestion, with customer notification and a suggested recovery plan.

Customers informed before they ask; escalations fall.

Carrier / port APIsEvent monitoringCustomer messaging
More for logistics
Logistics

Quote and rate response agent

Today: Rate requests arrive by email and take hours to answer, by which time the shipper booked elsewhere.

We build: An agent that parses the request, prices from your rate tables and contracts, and returns a quote within minutes for approval or automatically under a threshold.

Quote turnaround measured in minutes; more requests won.

Rate tablesEmail parsingQuoting workflow
More for logistics
Logistics

Carrier communication automation

Today: Booking confirmations, POD chasing and status requests are manual email threads.

We build: An agent that handles routine carrier correspondence, extracts confirmations into the TMS and chases missing PODs.

Operations staff freed from inbox triage.

Mail integrationTMS write-backEscalation rules
More for logistics
Logistics

Customs classification support

Today: HS code classification is slow and inconsistent, and mistakes are expensive.

We build: Suggested classifications with reasoning and precedent from your own past declarations, confirmed by a broker.

Faster, more consistent declarations with an audit trail.

Tariff dataHistorical declarationsBroker review
More for logistics
Logistics

Warehouse demand and slotting analytics

Today: Pick paths and slotting are set once and never revisited.

We build: Demand-driven slotting recommendations and labour forecasts refreshed weekly from order patterns.

Pick travel and overtime both reduced.

WMS dataForecastingRecommendation reports
More for logistics
Logistics

Freight invoice audit

Today: Carrier invoices are paid without checking against quoted rates and accessorials.

We build: Automatic audit of every invoice line against contract terms with dispute drafting for discrepancies.

Overbilling recovered that was previously invisible.

Contract termsInvoice extractionDispute workflow
More for logistics
Logistics

Supplier scorecard automation

Today: Carrier and supplier performance is reviewed anecdotally.

We build: Automated scorecards on on-time performance, damage, documentation quality and responsiveness, with a written monthly summary.

Procurement conversations backed by evidence.

Operational dataScoring modelReport generation
More for logistics
Manufacturing

RFQ and quotation automation

Today: Engineering drawings and RFQ emails are priced manually, taking days per quote.

We build: Extraction of specifications from drawings and RFQ documents, cost model lookup and a draft quote for engineer approval.

More quotes out, faster, with consistent margin logic.

Drawing / PDF extractionCost modelERP quoting
More for manufacturing
Manufacturing

Predictive maintenance triage

Today: Sensor alarms are ignored until something breaks.

We build: Anomaly detection across sensor streams with maintenance work orders drafted and prioritised by predicted failure impact.

Unplanned downtime reduced; maintenance planned rather than heroic.

Historian / IoT dataAnomaly modelsCMMS integration
More for manufacturing
Manufacturing

Visual quality inspection

Today: Defect inspection is manual, slow and inconsistent across shifts.

We build: Camera-based inspection models trained on your defect classes, with borderline cases routed to an inspector.

Consistent inspection at line speed with a defect trend record.

Edge visionDefect datasetMES integration
More for manufacturing
Manufacturing

Supplier and purchase-order coordination

Today: PO confirmations and delivery dates are chased over email.

We build: An agent that sends, chases and parses confirmations, updates the ERP and escalates late acknowledgements.

Purchasing team stops chasing and starts negotiating.

ERPEmail automationException dashboard
More for manufacturing
Manufacturing

Shop-floor knowledge assistant

Today: Operators hunt through binders for the right work instruction or troubleshooting step.

We build: A tablet or voice assistant grounded in your work instructions, manuals and past fault reports, with citations.

Faster fault resolution and quicker operator onboarding.

Manual ingestionRAG with citationsRuggedised UI
More for manufacturing
Manufacturing

Non-conformance and CAPA drafting

Today: NCR and CAPA paperwork is a bottleneck that delays root-cause work.

We build: Draft NCRs from the operator's description and photos, cluster recurring causes and pre-fill CAPA documentation.

Quality engineers spend time on causes, not forms.

QMS integrationClusteringDocument generation
More for manufacturing
Manufacturing

Production scheduling support

Today: Schedules are rebuilt in a spreadsheet every time something slips.

We build: Constraint-aware rescheduling suggestions when a machine, material or order changes, with the trade-offs explained.

Faster recovery from disruption with fewer late orders.

ERP / MES dataOptimisationPlanner review UI
More for manufacturing
Manufacturing

Technical documentation generation

Today: Manuals, spec sheets and compliance packs are written from scratch per product variant.

We build: Generation from your product data and templates, with translation and change tracking across variants.

Documentation keeps pace with product changes.

PLM dataTemplate generationTranslation
More for manufacturing
SaaS

In-product AI assistant

Today: Users cannot find features and churn before they see value.

We build: An embedded assistant grounded in your docs and product state that answers questions and performs actions through your own API.

Activation and feature adoption both lift; support load falls.

Docs RAGProduct API toolsStreaming chat UI
More for saas
SaaS

Support deflection and ticket routing

Today: The same twenty questions consume most of support's time.

We build: A support agent over docs, changelog and past tickets that resolves the routine and routes the rest with a drafted answer and diagnosis.

Deflection of half or more of inbound with faster human replies on the rest.

Helpdesk APIKnowledge base RAGEscalation logic
More for saas
SaaS

Customer onboarding automation

Today: Implementation is a manual checklist run by CSMs over email.

We build: Guided, automated onboarding with data migration helpers, progress tracking and nudges when a customer stalls.

Time to value shortened and CSM capacity multiplied.

Product eventsWorkflow engineLifecycle messaging
More for saas
SaaS

Churn risk and expansion signals

Today: Usage data exists but nobody watches it until renewal month.

We build: Health scoring from product usage, support and billing signals, with a written explanation and a suggested play per account.

At-risk accounts surfaced weeks earlier; expansion prompts land at the right moment.

WarehouseScoring modelsCRM tasks
More for saas
SaaS

Sales research and call preparation

Today: Reps spend a third of their time on research and CRM hygiene.

We build: Automatic account research briefs before every call, and call notes written straight back into the CRM afterwards.

Selling time recovered, and a CRM that is complete for once.

Web researchCall recordingCRM API
More for saas
SaaS

Engineering triage and code review support

Today: Bug reports are vague and reviews queue for days.

We build: Automated issue triage with reproduction steps and duplicate detection, plus first-pass review comments on pull requests.

Faster triage and reviews that focus on design, not typos.

GitHub / Linear APIsCode-aware modelsCI integration
More for saas
SaaS

Content and SEO programme

Today: Content marketing stalls because writing takes longer than shipping.

We build: A pipeline from keyword and customer-question research to briefs and drafts, in your voice, reviewed before publishing.

Consistent publishing cadence without a content hire.

Search dataBrand voice libraryCMS API
More for saas
SaaS

Data enrichment and lead scoring

Today: Inbound signups are worked in the order they arrive.

We build: Enrichment, ICP fit scoring and intent signals that route the best signups to sales within minutes.

Sales time spent on accounts with budget and fit.

Enrichment APIsScoring modelRouting automation
More for saas
Agencies

Automated client reporting

Today: Reports are assembled by hand from six ad platforms every month.

We build: Automatic data pull, chart generation and written commentary explaining what changed and what to do next, in your template.

Reporting week becomes reporting hour.

Ad platform APIsWarehouseNarrative generation
More for agencies
Agencies

Ad creative generation and variant testing

Today: Creative production limits how much you can test.

We build: Concept and copy variants generated from the winning angles in your account, produced to brand templates and pushed into ad platforms.

More variants tested per pound of spend; faster learning cycles.

Creative templatesCopy generationMeta / Google APIs
More for agencies
Agencies

Campaign anomaly monitoring

Today: A broken pixel or runaway CPA is found at the end of the week.

We build: Daily anomaly checks across accounts with plain-English alerts and suggested fixes routed to the right account manager.

Client spend protected; fewer awkward conversations.

Ad APIsAnomaly detectionSlack alerting
More for agencies
Agencies

Brief and proposal generation

Today: Every pitch is rebuilt from scratch under time pressure.

We build: Proposal drafting from a discovery transcript, your case-study library and pricing rules, formatted in your deck template.

Proposal turnaround in hours, with a higher standard floor.

Transcript captureCase-study RAGDeck generation
More for agencies
Agencies

SEO content production line

Today: Content scale requires headcount you cannot bill for.

We build: Research, brief, draft, internal-link and metadata pipeline with an editor approval gate before publishing.

Output multiplied while the editor stays the quality gate.

Search dataCMS APIEditorial workflow
More for agencies
Agencies

Social listening and reactive content

Today: Trend response is too slow to matter.

We build: Monitoring of relevant conversations with drafted, on-brand reactive concepts pushed to the team within minutes.

Reactive posts land while the moment is still live.

Social APIsRelevance filteringDraft generation
More for agencies
Agencies

Meeting notes, actions and status

Today: Client calls generate actions that live in someone's notebook.

We build: Automatic transcription, action extraction into your project tool and a client-ready recap sent the same day.

Nothing dropped between calls; recaps go out same-day.

Meeting recordingTask tool APIEmail automation
More for agencies
Agencies

New business research and outreach

Today: Prospecting stops the moment delivery gets busy.

We build: Continuous prospect research with account-specific angles and personalised sequences that pause when someone replies.

A pipeline that survives busy delivery months.

Prospect dataResearch agentSequencing tool
More for agencies
Education

Admissions enquiry agent

Today: Prospective students ask the same questions and wait days for an answer.

We build: A multilingual agent that answers course, fee, visa and deadline questions from your own material and books a call with admissions.

Enquiry-to-application conversion improves on speed alone.

Website / WhatsAppProspectus RAGCRM booking
More for education
Education

Assessment and feedback support

Today: Marking volume forces short, generic feedback.

We build: Rubric-based first-pass marking with specific, evidence-linked feedback drafts that a tutor reviews and adjusts.

Students get richer feedback faster; tutors keep the final call.

LMS integrationRubric encodingTutor review
More for education
Education

Course content generation and refresh

Today: Materials, quizzes and slides age faster than staff can update them.

We build: Generation of quizzes, worked examples, slide decks and summaries from your source material, with a subject-expert approval step.

Course refresh cycles measured in days.

Source material ingestionAssessment generationLMS publishing
More for education
Education

Student support and retention outreach

Today: Disengagement is noticed after a student has already left.

We build: Engagement signals from LMS activity and attendance trigger personalised outreach and a suggested intervention for the tutor.

At-risk students reached while it still matters.

LMS dataRisk scoringOutreach automation
More for education
Education

Personalised tutoring assistant

Today: One pace for a class of thirty different students.

We build: A Socratic tutor grounded in the course material that adapts to each student's level and reports gaps back to the teacher.

Support available at 2am; teachers see class-wide gaps.

Curriculum RAGAdaptive promptingTeacher dashboard
More for education
Education

Timetabling and resource allocation

Today: Timetable changes cascade into hours of manual rework.

We build: Constraint-based rescheduling with conflict explanation and automatic notification to affected staff and students.

Disruption handled in minutes.

Timetable dataConstraint solverNotification system
More for education
Education

Compliance and accreditation evidence

Today: Accreditation packs are assembled by hand every cycle.

We build: Continuous mapping of course delivery evidence to accreditation criteria with gap alerts well before the deadline.

Inspection preparation stops being a crisis.

Evidence indexingCriteria mappingReporting
More for education
Education

Corporate L&D personalisation

Today: Everyone gets the same generic training regardless of role or level.

We build: Role-aware learning paths generated from your internal material, with knowledge checks and manager reporting.

Higher completion and demonstrable skill uplift.

HRIS rolesContent generationLMS reporting
More for education
Construction

Estimating and takeoff assistance

Today: Estimators work evenings pricing drawings and specifications by hand.

We build: Extraction of quantities and specification items from drawings and documents, priced against your rate library into a draft estimate.

More tenders priced per estimator with consistent rates.

Drawing extractionRate libraryEstimating software
More for construction
Construction

Site report and diary generation

Today: Site diaries are written from memory, if at all.

We build: Photos and voice notes from site become structured daily reports with weather, labour, progress and issues, filed automatically.

Complete records that stand up in a dispute.

Mobile captureSpeech + visionProject management tool
More for construction
Construction

RFI and submittal management

Today: RFIs sit unanswered and submittals are tracked in a spreadsheet.

We build: Automatic drafting of RFIs from site queries, routing, chasing and status reporting against contract deadlines.

Response times improve and deadline exposure is visible.

Common data environmentWorkflow automationReporting
More for construction
Construction

Variation and claim evidence assembly

Today: Proving a variation months later means digging through emails and photos.

We build: Continuous linking of instructions, correspondence and site evidence to each variation, with a claim narrative drafted on demand.

Entitlement supported by evidence rather than memory.

Email / photo indexingTimeline buildingDocument generation
More for construction
Construction

Health and safety observation triage

Today: Safety observations are logged inconsistently and rarely analysed.

We build: Photo and voice capture converted into structured observations, risk-ranked, with trend analysis and corrective action tracking.

Leading indicators become visible before an incident.

Mobile captureClassificationH&S dashboard
More for construction
Construction

Field scheduling and dispatch

Today: Dispatchers rebuild the day's schedule every time a job overruns.

We build: Skill, location and SLA aware scheduling with automatic rebooking and customer notification when things change.

More jobs per engineer per day; fewer missed windows.

FSM systemRouting optimisationCustomer messaging
More for construction
Construction

Quote follow-up for trades

Today: Quotes are sent and never followed up, so win rates suffer.

We build: Automated, polite follow-up sequences with objection handling and an option to rebook a site visit.

Win rate improves on follow-up discipline alone.

CRMMessaging automationCalendar booking
More for construction
Construction

Subcontractor compliance tracking

Today: Insurance certificates, qualifications and RAMS expire unnoticed.

We build: Document extraction with expiry tracking, automatic chasing and site-access blocking when a document lapses.

Compliance maintained without a full-time administrator.

Document AIExpiry automationAccess control
More for construction
Not listed

If your process is not here, it is probably still automatable.

The catalogue is what we have written up, not the boundary of what we build. Describe the steps, the systems and the volume, and we will tell you honestly whether it is worth doing.