Solutions
Finance operations
Connect invoices, approvals, settlement records and ledgers into a finance workflow your team can trust.
Solutions
Start with the problem worth solving.
Explore connected business solutions for finance, operations, customer service and production AI.
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Solutions
Intelligent document workflows
Turn unstructured documents into validated information, reviewable evidence and connected business actions.
Solutions
Enterprise knowledge
Help people find and use approved knowledge while preserving document permissions and source context.
Solutions
Customer service AI
Connect multilingual assistance, customer context and human escalation across your service operation.
Solutions
Procurement operations
Connect supplier onboarding, quotations, approvals and obligations with clear evidence and ownership.
Solutions
Revenue & order operations
Connect pricing, proposals, orders and service commitments across customer-facing teams and platforms.
Solutions
Manufacturing intelligence
Bring production signals, engineering changes and material records into decisions that improve plant operations.
Solutions
Supply-chain visibility
Link demand, inventory, shipments and evidence so operations teams can resolve the exception that matters.
Solutions
Healthcare administration
Connect referrals, records and administrative handoffs while keeping clinical decisions with qualified professionals.
Solutions
Privacy operations
Map personal-data handling, assign responsibility and build reviewable request, retention and deletion workflows.
Solutions
Production AI & governance
Connect evaluation, secure integration, operating cost and human accountability across an enterprise AI programme.
Solutions
Service & field operations
Connect field work, maintenance, incident response and engineering handover with accountable operational workflows.
Explore the possibilities
Find the workflow
worth improving.
These are potential solutions to scope and evaluate. Each begins with a business problem and a way to measure a pilot.
Finance document and approval workspace
CFO: invoice intake is manual and supporting records are incomplete.
Extract invoice fields; validate supplier, PO and receipt against ERP rules; reviewer approves exceptions and payment.
What to measure
Processing time, field accuracy, exception age and duplicate payments prevented.
Discuss this workflowMulti-rail reconciliation workbench
Finance head: UPI, card, gateway and bank settlements disagree.
Deterministic amount/date/fee matching; AI suggests explanations for ambiguous descriptions; authorised staff approve adjustments.
What to measure
Unmatched count/value, incorrect matches and time to resolve breaks.
Discuss this workflowGST/e-invoice exception operations
Controller: tax documents fail validation or miss reporting windows.
Connect ERP to an authorised reporting path; validate fields and deadlines; AI explains failures; tax owners approve corrections.
What to measure
Rejections, late documents, repeat failures and repair time.
Discuss this workflowReceivables and dispute-evidence workspace
CFO/sales operations: unpaid invoices lack acceptance or delivery evidence.
Join contracts, invoices, acceptance and correspondence; summarise dispute history and draft reminders; staff approve external communication.
What to measure
Days to assemble evidence, overdue value by cause and disputed-invoice resolution time.
Discuss this workflowSupplier onboarding and document-control portal
Procurement head: supplier onboarding stalls across departments.
Extract supplied records, track expiry and missing items, connect ERP/vendor master; buyers approve eligibility and activation.
What to measure
Onboarding time, incomplete files and unauthorised master-data changes.
Discuss this workflowTender and quotation comparison workspace
Procurement head: quotations contain incomparable terms and hidden exclusions.
Normalise bids against an approved specification, flag missing clauses and commercial differences; reviewers select suppliers.
What to measure
Review time, missed exceptions and comparison accuracy.
Discuss this workflowContract obligations and renewal operations
COO/legal: signed obligations never become assigned work.
Extract candidate deliverables/dates from contracts; link approved clauses to owners and reminders; legal staff confirm interpretation.
What to measure
Missed deadlines, unassigned obligations and extraction error.
Discuss this workflowQuote-to-order and margin-control platform
Sales operations: discount, pricing and order data diverge across channels.
Connect CRM, pricing and ERP; summarise deviations, apply approved rules, route discount exceptions to owners.
What to measure
Order rework, approval time and price discrepancies.
Discuss this workflowMultilingual service operations
Customer-service leader: multilingual customers repeat their story across channels.
Retrieve approved answers, transcribe/translate supported languages, join CRM/ticket context; hand off uncertainty to staff.
What to measure
Verified resolution rate, repeat contacts, language-specific accuracy and escalation quality.
Discuss this workflowPermission-aware enterprise knowledge assistant
CIO: employees cannot find the current answer safely.
Index approved sources with source links and effective dates; enforce access outside the model; escalate conflicting documents.
What to measure
Grounded-answer rate, stale-source use, retrieval relevance and access leakage.
Discuss this workflowProposal and security-questionnaire workspace
Sales/RFP teams: proposals reuse outdated or confidential claims.
Retrieve approved credentials and answers, identify unanswered requirements, draft cited responses; owners approve commitments.
What to measure
Turnaround, unsupported claims and confidential-data exposure.
Discuss this workflowOperational workflow and bottleneck analysis
Operations director: processes run through email with invisible handoffs.
Connect permitted system events, map delays, cluster rework and propose changes; process owners validate causation and priorities.
What to measure
Waiting time, rework, completion rate and event-data coverage.
Discuss this workflowVisual quality inspection programme
Manufacturing quality head: defects are discovered too late.
Capture representative images, evaluate model performance by defect class, connect quality records; quality staff control disposition.
What to measure
Missed defects, false rejects, performance under lighting changes and inspection throughput.
Discuss this workflowBatch genealogy and containment workspace
Manufacturing head: a suspect component cannot be traced to finished goods.
Link receipts, lots, assemblies and shipments; extract legacy references; quality staff confirm containment/release decisions.
What to measure
Trace completeness, affected-stock identification time and incorrect associations.
Discuss this workflowEngineering change-control platform
Engineering head: design revisions do not reach procurement and production.
Join document versions, BOMs and purchase orders; summarise changes; authorised engineers approve releases.
What to measure
Obsolete-version use, missed affected orders and change-review time.
Discuss this workflowReliability and maintenance intelligence
Plant/asset manager: faults recur despite closed maintenance tickets.
Combine telemetry, asset IDs, parts and work orders; forecast anomalies and retrieve previous fixes; engineers diagnose and authorise action.
What to measure
Repeat failures, false alarms, planned vs unplanned work and prediction lead time.
Discuss this workflowDemand and replenishment decision support
Supply-chain head: promotions cause stockouts and over-ordering.
Connect SKU/store demand, campaigns and supplier lead times; show forecast ranges and constraints; planners approve purchases.
What to measure
Forecast error against baseline, service level, stockouts and excess stock.
Discuss this workflowReturns and inventory-condition control
Retail operations: returned stock appears available before inspection.
Separate saleable, damaged, incomplete and quarantined stock; suggest classifications from records/images; staff release inventory.
What to measure
Overselling, incorrect status, inspection backlog and refund turnaround.
Discuss this workflowLogistics exception and proof-of-delivery platform
Logistics head: shipment events, documents and invoices are disconnected.
Join carrier/WMS/TMS data and authorised logistics interfaces; extract documents and predict exceptions; operators approve instructions.
What to measure
Missing delivery evidence, exception age and avoidable delay cost.
Discuss this workflowNetwork commerce operations and reconciliation
Commerce operator: cancellations, refunds and complaints cross network participants.
Implement event tracking, duplicate protection, settlement records and grievance evidence; AI prepares summaries; staff resolve disputes.
What to measure
Unresolved grievances, refund completion and unmatched settlements.
Discuss this workflowProject and asset handover dossiers
Project director: construction handover is blocked by missing documentation.
Link BOQs, installed assets, test records, warranties and as-builts; flag missing evidence; engineers sign off acceptance.
What to measure
Closeout time, missing dossiers and rework requests.
Discuss this workflowField-service and asset-support platform
Facilities/field-service head: technicians arrive without the right information or parts.
Offline work orders, asset history, parts availability and approved manuals; assistant retrieves instructions; technicians validate work.
What to measure
First-time completion, repeat visits and unavailable-parts delays.
Discuss this workflowHealthcare administration and interoperability
Hospital/diagnostic operator: referral, appointment and claim handoffs are fragmented.
Use permitted records, consent, suitable data standards and approved integrations; extract administrative fields; clinicians retain clinical decisions.
What to measure
Unacknowledged referrals, duplicate records, booking delays and extraction errors.
Discuss this workflowCold-chain and batch-evidence platform
Pharma/food operator: batch handling evidence is incomplete.
Join sensor intervals, custody events and stock identity; detect data gaps/excursions; qualified staff decide safety and release.
What to measure
Missing intervals, wrong batch matches and time to assemble evidence.
Discuss this workflowPrivacy operations engineering
Privacy/IT leader: data cannot be found, corrected or deleted consistently.
Data inventory, request routing, retention jobs and evidence; AI assists classification; owners validate lawful scope and exceptions.
What to measure
Request completion, verified deletion coverage and incomplete system mappings.
Discuss this workflowAI security and agent-control programme
CISO: generative AI tools expose data through excessive permissions or unsafe actions.
Identity boundaries, approved tools, test attacks, logging and approval gates; AI assists triage; owners authorise consequential actions.
What to measure
Leakage tests, unauthorised-action attempts, blocked misuse and recovery behavior.
Discuss this workflowAI evaluation and unit-economics platform
AI programme owner: impressive demos have no quality or cost baseline.
Versioned evaluation sets, model/prompt comparisons, task-level costs and fallback monitoring; business owners set acceptance thresholds.
What to measure
Cost per successful task, unsupported answers, failure rate, latency and regression rate.
Discuss this workflowIncident readiness and recovery-evidence programme
CISO/IT head: incident reporting and recovery depend on ad hoc work.
Map reporting ownership, logging, time synchronisation, evidence collection and recovery tests; specialists validate incident reports.
What to measure
Detection-to-triage, evidence completeness, recovery-test results and reporting readiness.
Discuss this workflowIdentity lifecycle and access-review automation
IT operations: employee access remains active after role or vendor changes.
Connect HR, directory and application entitlements; flag mismatches; approved owners authorise changes.
What to measure
Orphaned accounts, revocation delay and review completion.
Discuss this workflowManaged engineering and modernisation programme
Product/GCC leader: knowledge and delivery ownership disappear when staff change.
Map dependencies, document systems, improve tests and release processes; AI assists code understanding/review; engineers own acceptance.
What to measure
Change-failure rate, deployment lead time, handover completeness and incident recovery.
Discuss this workflowPrivate enterprise AI workspace
CIO: confidential knowledge cannot enter an uncontrolled AI service.
Choose hosting/model boundaries, approved datasets, access isolation and retention; security and business owners approve data use.
What to measure
Access isolation, answer quality, operating cost and control coverage.
Discuss this workflowAgentic workflow orchestration
COO: an assistant can answer questions but cannot complete a controlled process.
Connect approved tools, define bounded actions, durable state, retries and audit trails; approvals govern consequential changes.
What to measure
Successful task completion, unauthorised actions, rollback success and exception burden.
Discuss this workflowMultimodal evidence-processing platform
Operations leader: useful information spans scans, photographs, tables and voice notes.
Combine OCR, image interpretation and speech transcription with source references; reviewers resolve ambiguous evidence.
What to measure
Accuracy by input type, review time and source traceability.
Discuss this workflowAI model selection and evaluation service
Technology leader: teams cannot choose between models or explain quality differences.
Benchmark candidate models on permitted task-specific data, cost and latency; owners select the operating trade-off.
What to measure
Task success, cost, latency, language coverage and failure categories.
Discuss this workflowManaged AI platform and LLM operations
CTO: a successful AI pilot becomes expensive and unstable in production.
Version datasets/prompts/models, monitor drift and quality, route requests and maintain fallback; release owners approve changes.
What to measure
Regression rate, service availability, cost per accepted result and recovery time.
Discuss this workflowConversation intelligence and service-quality workspace
Sales/service head: call information is lost after conversations end.
Transcribe permitted calls, extract commitments, retrieve relevant policies and create reviewed CRM updates; authorised staff handle quality findings.
What to measure
Commitment capture, transcription accuracy, correction time and follow-up completion.
Discuss this workflowAI-assisted legacy understanding and migration
Engineering head: old application knowledge is scattered across code and documents.
Generate reviewed dependency explanations, test candidates and migration documentation; engineers verify behavior and reconciliation.
What to measure
Verified test coverage of critical flows, migration defects and documentation accuracy.
Discuss this workflowAI adoption and workforce enablement
Business head: teams adopt AI without knowing appropriate uses or ownership.
Role-specific training, approved use-case library, practical exercises and feedback; managers own process adoption.
What to measure
Demonstrated task competence, useful adoption and policy exceptions.
Discuss this workflowAI product and customer-experience engineering
Customer-experience leader: a public-facing AI feature can damage trust through wrong answers.
Design grounded assistants, visible sources, handoffs and accessible interactions; product owners set success and escalation rules.
What to measure
Resolution quality, fallback usefulness, unsupported answers and user correction rate.
Discuss this workflowEnterprise AI integration and tool architecture
Enterprise architect: AI proofs of concept cannot connect safely to core applications.
Build authenticated tool interfaces, fine-grained permissions, event handling and observability; systems owners approve operations.
What to measure
Integration reliability, duplicate actions, permission violations and end-to-end traceability.
Discuss this workflowStart with the problem
Find the cause.
Plan the next step.
Practical guides for the operational issues that bring teams to us. Understand what to investigate, where technology helps and how to measure progress.
Insights
How to reduce duplicate invoice processing
A practical guide for Indian finance teams: detect duplicate invoices, match purchase orders and receipts, and build a review workflow with human approval.
Insights
How to fix inventory mismatches across spreadsheets and ERP
Resolve stock discrepancies by tracing receipts, transfers, returns and reservations. Plan an integration pilot before adding inventory forecasting AI.
Insights
How to reduce wrong answers from an enterprise AI assistant
Diagnose unsupported AI answers with source quality, retrieval tests, permission checks and safe handoffs before expanding an enterprise knowledge assistant.