01
Regulated-grade
RBAC, audit, SOC2-ready defaults.
Agentic AI Solutions
Finance & FinTech AI Agents.
FinTech agents, regulated-grade.
Reconciliation, advisory, KYC ops, collections, dispute — domain agents with RBAC, audit, SOC2-ready defaults, region-pinned inference, BAA/DPA where required.
−71%
Cycle time
+34pp
Resolution
100%
Audit
−41%
Cost per task
Trusted by enterprises
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Service overview
Engineering finance & fintech ai agents
Finance AI agents for reconciliation, KYC ops, advisory, dispute, collections. RBAC, audit trail, SOC2-ready defaults, region-pinned inference. Built where the cost of a hallucination is real — we engineer for that reality.
Eval-first, scope-locked retrieval, citations required above confidence threshold. Kill switch on regressions.
Practice signalsSenior-ledWeekly demosCode review on every PRProduction on-call
01
−71%
Cycle time
Top agent
02
+34pp
Resolution
Dispute agent
03
100%
Audit
Every action logged
04
−41%
Cost per task
Across fleet
Business challenges we solve
What keeps teams shipping finance & fintech ai agents.
Reconciliation tribal-knowledge queues
KYC review burning analyst hours
Disputes that drag on for 30 days
Collections agents that sound like bots
Hallucinations on regulated content
Audit gaps with no audit trail
Why choose this service
Three senior-led practice lines.
Outcome-anchored, owned by a practice lead with clear accountability, weekly demos, and the kind of code review culture you'd build internally if you had a year.
02
Region-pinned
Inference and data residency per jurisdiction.
03
Eval-driven
Citation required above confidence threshold.
Key features
What ships, by default in every engagement.
F·01
Reconciliation
Multi-step workflow, durable engine, replay.
F·02
KYC ops
Doc review, scoring, escalation-on-edge.
F·03
Advisory
Q&A over corpus, citation, scope-locked.
F·04
Dispute
Workflow agent, durable, audit trail.
F·05
Collections
Tone-trained, soft / firm cadences, audit.
F·06
Region pinning
Inference + data residency per jurisdiction.
Benefits & business outcomes
Numbers senior clients measure.
Cycle time
Top agent
−71%
Outcome · 01
Resolution
Dispute agent
+34pp
Outcome · 02
Audit
Every action logged
100%
Outcome · 03
Development process
Senior squads. Tight loops. Code every day.
01
Week 1Use-case triage
Top 3 ROI-ranked, feasibility, risk, audit.
02
Week 2Agent design
Tool surface, RBAC, eval suite, residency.
03
Week 3–8Build + shadow
Shadow vs human, weekly release, eval-driven.
04
OngoingOperate
Per-agent ROI, audit, monthly tuning.
Technologies we use
The stack we ship in production.
Layer · 01
Models
ClaudeOpenAI
BedrockLayer · 02
Workflow
Temporal
LangGraphLayer · 03
Eval
Langfuse
Braintrust
Industries we serve
Verticals where we've shipped, not where we dabble.
V·01
Banking
Reconciliation, KYC, dispute
Signal−71% Cycle time
V·02
Lending
Underwriting ops, collections
Signal+34pp Resolution
V·03
Insurance
Claims adjudication
Signal100% Audit
V·04
Wealth
Advisory, portfolio Q&A
Signal−41% Cost per task
V·05
Payments
Reconciliation, dispute
Signal−71% Cycle time
V·06
Compliance
Sanctions, AML, surveillance
Signal+34pp Resolution
Why Abstriq
Built for teams who ship fast in production.
We're not a body shop or a freelance marketplace. We run a senior-heavy engineering org with clear practice leads, real code review, and real on-call coverage.
Signal
−71%
Cycle time
Signal
+34pp
Resolution
Signal
100%
Audit
Signal
−41%
Cost per task
Vertical AI, not just LLMs
We build agents that actually move numbers — wired into your systems, your data, your workflows.
Ship in weeks, not quarters
Small senior squads, tight feedback loops, code-merge every day, demo every week.
Industrial-grade rigor
From PLCs to SOC2 — production safety, observability, and resilience baked in.
One team across four worlds
Web, mobile, AI, and industrial under one roof — no vendor ping-pong.
FAQs
The questions we hear most.
If yours isn't here — ping us and we'll reply with specifics on your stack.
01Hallucination on regulated content?
Citations required above confidence threshold, scope-locked retrieval, RBAC, audit trail. Eval-driven iteration.
02Region residency?
Region-pinned inference (EU / US / APAC), data residency per jurisdiction, BAA / DPA where required.
03Reconciliation accuracy?
Reconciliation agents trained on your chart of accounts + runbook, with confidence thresholds and human-in-the-loop confirmation.
04Cost control?
Per-workflow budget, model fallback, kill switch on regressions, monthly tuning.
Related services
Other practices inside Agentic AI Solutions.
Free consultation
Ready to ship finance & fintech ai agents?
Tell us the problem — proposal in under 48 hours. NDA-friendly by default, senior-led, and we typically walk you through a proof-of-concept before the engagement closes.
Reply in 24hNDA-friendlySenior-ledProduction on-call