Software development
Build a new application or develop an existing one. We start with the users and the task, then define the architecture and the next release.
Engineering disciplines
01 / BA / SA · Architecture · PM
Stakeholders have different pictures of the system.
Examine workflows, requirements and integrations. Connect the user's task to the system design and acceptance criteria.
What your team gains
The team gets an agreed workflow and criteria for reviewing delivery.
Explore a related workflow02 / Python · Java · .NET · Go · Node.js
Services work in isolation and data has to be moved manually.
Build APIs, business logic and messaging. Check how a service behaves when another system is slow or fails.
What your team gains
Data exchange has defined rules for errors and retries.
Explore a related workflow03 / React · Vue · Angular · iOS · Android
Users lose their way between forms, loading states and errors.
Develop interfaces, forms and API connections, including screen states, accessibility and performance.
What your team gains
People can see their next step and complete the task on a phone or with a keyboard.
Explore a related workflow04 / Data engineering · DBA · Analytics · BI
Reports disagree and the source of the discrepancy is unclear.
Build ingestion pipelines, warehouses and reports. Examine missing records, duplicates and calculation rules with data owners.
What your team gains
A metric can be traced back to its source data and calculation rule.
Explore a related workflow05 / ML · Computer vision · RAG · MLOps
A useful AI output still needs evaluation and a place in the workflow.
Prepare data and connect models to applications. Test errors on new examples and define the person's action after each result.
What your team gains
The team can test model outputs on its own examples and decide when a person needs to review them.
Explore a related workflow06 / QA · Automation · Performance · AppSec
A critical issue appears after release and is hard to reproduce.
Test user workflows, APIs and behaviour under load. For AppSec work, analyse threats and vulnerabilities and follow their remediation.
What your team gains
The team knows when the failure occurs and checks that the fix survives the next release.
Evaluation in a computer vision pilot07 / CI/CD · SRE · Observability · Recovery
Releases depend on manual steps and recovery is unclear after a failure.
The path of a change
If a check fails, return to a working version.
Conceptual illustration, not a real release log.Automate builds and releases, set up monitoring and recovery. Agree the system's support responsibilities before release.
What your team gains
The team has a repeatable release path, failure signals and a recovery procedure.
Operating constraints in a vision pilot08 / 1C · Bitrix24 · REST · Events
Requests and statuses drift between CRM, accounting and internal services.
A shared ID connects events across systems.
Conceptual illustration of an exchange, not a client deployment architecture.Develop workflows within existing business systems. Plan authentication, data exchange and integration error handling.
What your team gains
The team can trace a request across systems and locate a discrepancy.
Requests and submissions in TalentFlow AIFirst conversation
We’ll examine the user’s workflow, data and constraints, then define the first stage and how you will evaluate its result.
Let’s talk