Confixa: An Autonomous AI IT Services Firm, Built for Regulated Enterprises.
Wohlig Transformations · Flagship
If you run technology for a bank, an insurer, a hospital network, or a
government department in India, you spend most of your week not on
strategy but on plumbing. Vendors miss deadlines. CERT-In publishes a
new directive at 11 PM and somebody has to map it to the controls
library by morning. A DevOps engineer is on leave and the deploy is
stuck. The auditor is asking for evidence for a control that was
implemented six quarters ago by an engineer who has since left. SOC 2,
ISO 27001, RBI Master Directions, SEBI CSCRF, IRDAI cyber guidelines,
DPDP — every framework wants the same evidence, formatted slightly
differently, on a different cadence.
The headcount you would need to do all of this well does not exist.
And if it did, you could not afford it.
Wohlig has spent the last year building the alternative.
What Confixa is
Confixa is Wohlig’s autonomous AI IT services firm. A Master
Orchestrator agent at the top, twelve specialist Domain Agents below
it — Requirements & Planning, Development, Testing & QA, DevOps &
Deployment, Security & Vulnerability, Compliance & Audit, Data &
Analytics, Vendor & Procurement, Customer Success & Demo, FinOps &
Cost, Incident & Operations, Documentation — and fifty-plus Sub-Agents
beneath them executing specific jobs. Code review. Secrets scanning.
Evidence collection. Audit pack assembly. Threat modelling. Root cause
analysis. Demo provisioning. User-story extraction.
Each one runs on its own heartbeat. Some wake every two hours, some
every six, some on a strict daily schedule, some only when an event
fires. Every action is a ticket. Every ticket carries the full ancestry
back to the original client engagement. Every tool call is logged.
Every secret access is in the audit log. The board — Wohlig and the
client — sits at the top with override on every agent and approval
gates on every critical action.
A complete IT operations firm, deployed inside the client’s own Google
Cloud project, built specifically for the regulated sectors most
software vendors avoid.
What it actually does
Confixa is built around four layers:
Layer 1 — Client interaction & intelligence. A web dashboard for
status, compliance posture, approvals queue, agent activity, and
FinOps reports. WhatsApp natural-language commands (”what is my
compliance score”, “deploy to staging”, “show me open incidents”).
Voice briefings via a live voice interface. A Master Orchestrator
that decomposes any client goal into structured sub-tasks for the
right Domain Agents.
Layer 2 — The orchestration spine. Org chart. Heartbeats. Tickets.
Governance. Per-agent budget enforcement. Multi-company isolation —
one Confixa client equals one isolated company with its own org chart,
data, agents, and audit logs.
Layer 3 — Connective infrastructure. A Context API that delivers
real-time client state — current sprint, compliance posture,
vulnerabilities, regulatory profile, tech stack — into every agent at
the moment of invocation. A Real-Time Event Bridge that turns
production alerts from Grafana, GitHub Actions, vulnerability scanners,
and runtime threat detectors into immediate tickets — so a 2 AM incident
doesn’t wait for the next heartbeat. An Approval Workflow Engine that
parses email, WhatsApp, and Slack responses and translates them into
ticket status updates. A Secrets Bridge that synchronizes credentials
between GCP Secret Manager and the agent layer — no long-lived keys
anywhere. An Agent Observatory that scores every agent on success
rate, escalation rate, hallucination flags, MTTD/MTTR contribution,
and cost-per-outcome.
Layer 4 — The capability services. This is what clients pay for.
A Compliance Engine with 400+ controls across DPDP, RBI, SEBI, IRDAI,
ISO 27001, SOC 2, GDPR, HIPAA, PCI-DSS. An Evidence Store that
collects screenshots, log extracts, test results, and policy
documents, tagged to specific controls. An Audit Pack Generator that
assembles formal, auditor-ready packages with executive summary,
control-by-control evidence, risk register, and narrative responses.
A Regulatory Intelligence Feed that monitors RBI, SEBI, IRDAI, MCA,
CERT-In, and MeitY portals, classifies new circulars by severity, and
fires impact-assessment tickets within twenty-four hours of
publication. A Security Toolchain that adapts SAST, DAST, SCA, runtime
threat detection, and pre-commit secret scanning into one normalized
vulnerability schema with SLA-tracked remediation tickets. A
Development Service that handles PR creation and review with multi-
language support. A Data Platform with BigQuery, dbt pipelines, Looker
Studio dashboards, PII masking, and natural-language-to-SQL. A FinOps
service that watches GCP spend, runs rightsizing analysis, optimizes
committed-use discounts, and generates monthly cost reports. A Client
Onboarding Agent that scans a new client’s GCP project, profiles their
compliance applicability, registers all twelve Domain Agents with the
right context, runs the first compliance baseline, and delivers a Day
1 report — in under four hours.
Why this matters now
Three forces are colliding for Indian enterprise IT.
Regulation is accelerating. DPDP is here. RBI’s IT Framework, SEBI
CSCRF, IRDAI cyber guidelines, CERT-In incident reporting, MeitY’s
sector standards — all live, all evolving, all auditable. Manual
controls libraries drift out of date within weeks of publication.
Talent is scarce. Compliance officers, senior SREs, security
engineers, and FinOps specialists are simultaneously expensive,
hard to hire, and hard to retain. Even well-funded enterprises
operate with a 30–40% under-staffing reality.
Cloud spend is opaque. Most enterprises run unoptimized GCP and
AWS estates with 15–30% of spend recoverable, but the analysis to
prove it requires senior engineering time that is always allocated
to something else.
Confixa addresses all three. Compliance is continuous and evidenced.
Talent constraints are absorbed by the agent fleet. Cloud spend is
audited, rightsized, and reported on a fixed cadence — without anyone
being asked to do it.
The two non-negotiables
Two things make Confixa enterprise-grade rather than experimental.
First, the human governance layer. Agents propose. Humans approve.
Every critical action — production deploy, audit pack release,
compliance posture change, vendor commitment — passes through a board
gate that is enforced at the platform level, not at agent discretion.
Approvals can come over email, WhatsApp, or Slack — a senior
stakeholder can run their oversight from a phone.
Second, full data sovereignty. Confixa runs inside the client’s
own GCP project. Cloud SQL inside the client’s VPC. GCS buckets
inside the client’s project. Secrets in the client’s Secret Manager.
PII scrubbed before it ever touches a model. Multi-region geo-
redundancy (Mumbai primary, Singapore DR) for BFSI clients who need it.
The client owns their data, their evidence, and their audit log. We
operate the platform; we do not warehouse their secrets.
Who this is for
BFSI — banks, NBFCs, insurance, asset managers — under RBI,
SEBI, IRDAI scrutiny.Healthcare — hospital chains, diagnostic networks, health-tech —
under DPDP plus emerging clinical data standards.GovTech — state and central government IT, public-sector
undertakings — under MeitY and NIC standards.Mid-to-large enterprise IT teams that have outgrown a 20-person
internal ops squad and refuse to absorb a 40-person one.IT services firms that want to white-label an autonomous
delivery platform underneath their own client engagements.
How Wohlig delivers it
Confixa is a phased build over 36 months — but every phase ships
something usable and billable. Phase 0 lays the platform foundation.
Phase 1 delivers the autonomous DevOps and compliance core. Phase 2
adds full SDLC autonomy — development, testing, requirements, customer
success — and the audit pack generator. Phase 3 brings BFSI,
Healthcare, and GovTech industry packs, full SOC 2 and PCI DSS
readiness, the data platform, and the vendor-management agent.
Phase 4 scales to fifty-plus concurrent client companies, adds
strategic planning and outcome-based billing, and ships the
white-label mode for IT services firms.
Pilots can start today. Most engagements begin with a single
high-leverage pain — usually compliance evidence collection or
incident response — and expand outward as the platform earns its keep.
The honest summary
For thirty years, regulated enterprise IT has been a contest between
the work that needs to be done and the people available to do it.
Wohlig has built a system that finally tilts the contest the right
way — twelve Domain Agents, fifty-plus Sub-Agents, a Master
Orchestrator, four layers of architecture, and a governance model
that even the most cautious CISO can sign off on. Deployed inside
your cloud. Owned by you. Audited by you. Built to keep up with
regulation and outpace your competition.
Confixa is what an IT services firm looks like when it is built as a
system instead of a building full of people.
Wohlig Transformations builds AI, cloud, and data platforms for
governments, enterprises, and high-growth startups. 10+ generative-AI
solutions in production. 40+ Google Cloud certifications. Founded
2016. Offices in India and London.