Current focus · Finance & compliance operations
SigmaText replaces one vendor-run finance or compliance workflow with a software-led managed operation. We build the system, operate the eligible work and stay accountable until the workflow reaches an agreed performance standard—then keep improving it in production.
Illustrative operating view
Example / Bounded workflowFirst operating target
Agreed before controlled productionRefined with evidence from the live workflowEligible workExplicit inputs · exclusions · service level
DefinedPerformance evidenceQuality · cycle time · cost · controls
MeasuredBusiness judgmentPolicy · risk · final approval
HumanA clear first purchase.
Organizations our team has worked with
01 / THE RIGHT STARTING POINT
The strongest first engagement replaces a service the business already buys. It is repeated, measurable and rich in intelligence work, with judgment boundaries that people can keep.
A vendor, contractor pool, managed-service provider or approved operations budget already performs the work. We can start with a bounded carve-out instead of asking you to reorganize the company.
Named supplier + budget ✓The workflow contains recurring classification, search, drafting, reconciliation, testing or resolution work. Exceptions are visible and business judgment can remain with accountable people.
Volume + repeatable patterns ✓Inputs, accepted output, service levels and rejection rules can be measured within weeks. Quality, cycle time and operating cost can be compared with the current model.
Auditable definition of done ✓02 / A DIFFERENT OPERATING MODEL
Traditional providers give you capacity, software or a completed project. Your team still remains responsible for getting the work done. SigmaText builds the production system and remains accountable for operating and improving the eligible workflow against agreed performance targets.
03 / THE SIGMATEXT MODEL
Software, operating design and production evidence are built together. We agree the initial target and control boundaries first; the better operating model emerges through controlled production and reviewed exceptions.
Map the current provider, budget, inputs, service levels, exception classes and smallest workload that can move safely.
Paid workflow diagnosticEngineer the system, integrations, evaluation set, approvals and audit trail; replay history, enter controlled production and learn from real exceptions.
Bounded production pilotRun the eligible workflow, route judgment to named people and keep improving quality, speed, cost and control against the agreed target.
Managed workflow04 / THE PRODUCTION ADVANTAGE
We build the workflow engine behind the work: secure integrations, explicit state, versioned evaluations, approval gates, observability and an auditable result ledger. Each reviewed exception makes the next deployment faster and more reliable.
Explore the engineering foundation05 / ENGINEERING FOUNDATION
Our eight-year software-development track record is not a separate menu of bodies for hire. It is the technical foundation that lets SigmaText take responsibility for production work.
Secure enterprise applications, internal platforms and customer-facing products designed for real production use.
Reliable connections to systems of record, workflow state, permissions, lineage and operational telemetry.
Deterministic software where rules are reliable; agents where language or ambiguity exists; evaluations around both.
Human approval, least privilege, versioned releases, auditability, rollback and measurable service levels.
06 / CASE STUDIES & PAST WORK
These are delivered enterprise systems and measured outcomes from the team behind SigmaText. They pre-date our current managed-workflow offer, and client names remain withheld where engagements are under NDA.
Telecom group
A continuous-audit system replaced delayed sample testing with multi-source ingestion, exception queues, ownership routing and board-ready dashboards.
A library of 300+ control KPIs across segregation of duties, duplicate payments, vendor-master integrity, PO/GRN matching and period-end postings.
Fortune 500 retailer
An unattended pipeline read payment documents from email, classified files, extracted fields and sent low-confidence cases to an exception queue.
Mailbox ingestion, heterogeneous PDF parsing, structured database writes, confidence-based review and a live throughput dashboard using open-source components.
Multi-department enterprise
A Microsoft 365 policy portal replaced fragmented repositories and manual chasing with controlled publishing, reminders and a complete audit history.
Department-scoped libraries, multi-level approvals, mandatory versioning, automated tasks and notifications, plus an English-Arabic experience.
Selected production systems delivered across professional services, risk, forecasting and retail operations.
80% less query-handling time; a re-platformed toolset supported 2,000 concurrent users.
22 identity and access controls delivered in 10 weeks, inside the client perimeter.
3–5% accuracy uplift from external variables, with hundreds of field managers collaborating live.
More than 90% product-match accuracy across over 10 million records each month.
07 / WAYS TO ENGAGE
The sequence protects both sides: understand the current work, set the first target, learn in production and expand responsibility as performance improves.
A paid, time-boxed assessment of the incumbent workflow and its replacement economics.
One bounded workload in replay, shadow mode and controlled production.
Recurring operation around measured performance, explicit service levels and governed expansion.
THE ACCOUNTABILITY BOUNDARY
08 / STRAIGHT ANSWERS
Software engineering remains the foundation. The difference is that our preferred model connects the system to a defined production workflow and measurable operating improvement instead of ending responsibility at code handoff.
No. Diagnostics and pilots are paid because process capture, integration and production proof create real value. The risk reversal is no long-term commitment before agreed proof gates pass - not open-ended speculative development.
No. We separate intelligence production from business judgment. Policy, material risk, prioritization and final approval remain with authorized people unless a narrower boundary is explicitly governed and supported by evidence.
It is already outsourced or contractor-supported, repeated frequently, measurable within weeks and backed by a named budget. The first workload can move without requiring an internal reorganization.
These workflows are recurring, evidence-rich and governed by explicit approvals. They are also close to our existing software, customer relationships and engineering experience. Our current market focus is narrow even though the underlying operating model can expand later.
Paid diagnostic. Bounded pilot. Proof before commitment.