Kredivo Group, the leading Southeast Asian digital financial services platform, used AI Architect to complete a full cross-service technical design cycle in 4 hours. Adding a third liveness verification vendor normally required one to two weeks of elapsed design time.AI Architect ran the full design cycle in a single Slack thread: investigation, three architectural options with tradeoffs, async review, and Jira tickets ready for coding agents, all in 4 hours.
4 hours
Full design cycle completed, from 2 weeks to 4 hours
0 meetings
Entire design reviewed async in Slack and Jira, no calendars blocked
3 services
Mobile client, verification backend, and application monolith queried together
0 manual handoffs
Approved design converted directly into implementation-ready Jira stories
The Challenge
Coding agents have compressed implementation timelines dramatically, but cross-service technical design remains largely manual. Before anyone writes a line of code, someone still has to trace how services connect, understand the current integration patterns, and gather the tribal knowledge that lives in people’s heads rather than in documentation.
Kredivo’s KYC liveness verification spans three services and two vendor SDKs. Selfie video flows from the mobile client into an internal verification service, where results are normalized, verification records are created, and downstream credit decisioning is triggered. A senior engineer needed to evaluate adding a third vendor for redundancy and negotiating leverage. The traditional cycle for this kind of work is one to two weeks of elapsed time, most of it waiting on other people rather than doing engineering work.
“Adding a vendor to an existing abstraction sounds simple until you realize the engineer has to rebuild a mental model of three services before they can write a single line of the design. That ramp is what eats the week.”
AI Architect had already indexed Kredivo’s full engineering surface into a knowledge graph: all repositories spanning the mobile clients, the verification stack, and the backend, along with Jira history and team documentation. That graph was available in Slack, Jira, and Cursor, so engineers could reach it without changing where they already worked.
End-to-end integration mapping: A single Slack mention traced the full liveness path across three services, compressing a day of senior-engineer code reading into roughly an hour.
Three architectural options with tradeoffs: AI Architect produced a design doc proposing three approaches with affected files and rollout sequences, so reviewers picked between options rather than debating a single proposal.
Async review in the same thread: Two engineers reviewed the design, pushed back on one approach, and converged on a direction without scheduling a meeting.
Consistent context across surfaces: One reviewer commented in Slack. Another pulled the design into Cursor and proposed code-level refinements. The same knowledge graph grounded both views.
Implementation-ready Jira tickets from the approved design: AI Architect generated the epic and child tickets referencing specific files, functions, and integration points, detailed enough to hand directly to coding agents.
“What surprised me was that Bito surfaced three options with real tradeoffs. Showing the alternatives you considered and why you rejected them is the hardest part of senior engineering work, and it was in the first draft of the document.”
Full design cycle completed in 4 hours, replacing a two-week timeline: Investigation, options analysis, async review, approved direction, Jira epic, and agent-ready child tickets all completed in a single Slack thread.
Zero design meetings scheduled, zero manual doc-to-ticket transcription: The thread was the review forum. The markdown doc was the deliverable. Jira tickets were generated from the approved design, collapsing three traditional handoffs into one conversation.
Senior engineering time freed up across the team: The engineer who would traditionally have been pulled off his own work to walk through the verification service answered a few clarifying questions in a Slack thread. No ramp-up meeting. No half-day pairing session. The context transfer happened through AI Architect.
Standout Result
10x faster design cycle, fully async, zero meetings scheduled: Kredivo compressed a cross-service technical design from an estimated one to two weeks into 4 hours. Three architectural options were surfaced, reviewed by two engineers in-thread, and converted into implementation-ready Jira stories without a single calendar invite. The entire flow ran in Slack and Jira, with one reviewer iterating on the design in Cursor. Investigation, review, and work breakdown happened as one continuous conversation rather than three sequential handoffs spread across two weeks.
“The shift for us was that design work stopped requiring a room. Bito is available where the work happens, in Slack, in Jira, in the IDE, and the design, the review, and the ticket breakdown all happened in the same thread.”
Most cross-service design cycles are slow because they are sequential. An engineer investigates, writes a doc, schedules a review, waits for feedback, revises, then manually creates Jira tickets from the approved plan. Each handoff adds calendar time. AI Architect collapses that sequence by making the investigation, the review, and the work breakdown happen in the same conversation, on the surfaces engineers already use. The design runs async, no meeting rooms are blocked, and the approved plan converts directly into implementation-ready tickets. Design stops being a calendar problem and becomes an engineering problem.
About Kredivo
Kredivo Group (formerly FinAccel) is Southeast Asia’s leading provider of digital financial services, operating through its brands Kredivo, KrediFazz, and Krom Bank Indonesia. Kredivo is the leading digital credit platform in Indonesia and Vietnam, providing customers instant credit financing for e-commerce and offline purchases based on real-time decisioning. The company has raised over US$400 million in total funding, with its Series D led by Mizuho Bank. Kredivo Group is headquartered in Singapore, with operations across Indonesia and Vietnam.
