AXAX environment solution, Ceal
Lower AI costs
at the source,
and empower the same team
to accomplish more with Ceal.
Request a consultationYou adopted AI across your organization,
but are the results still missing?
Most organizations that see no results face the following problems.
Security: It is difficult to know who accessed what and where
Cost: AI token costs keep rising.
OpenAI Select Partner,
Corca AX's Ceal
solves these problems.
• Token: a unit that measures AI usage. Costs rise as more data is read and written.
The technical bottlenecks to enterprise-wide AX adoption:
data, security, and cost.
Ceal solves them all.
Before Ceal
Everyone connects on their ownIndividual CodexIndividual Claude CodeInternal agents
Slack · NotionGitHub · DriveInternal systems
- Each person must connect directly to individual resources through APIs and MCP
- There is no visibility into who accessed what, where, or when
- Repeated searches and context injection increase token usage
• Agent: AI that follows instructions, finds information, and performs tasks on its own (such as Codex and Claude Code)
Adopt Ceal
After Ceal
Connect to one approved gatewayIndividual CodexIndividual Claude CodeInternal agents
Ceal - Data, Security, CostRuns on premisesSlack · NotionGitHub · DriveInternal systems
- Monitor and record every request through one gateway
- Separate permissions by team profile and block unauthorized access
- Optimize token usage by reducing duplicate searches and unnecessary injection
• Gateway: the single point between agents and work tools through which every access request passes
After adopting Ceal, AI costs fall
and productivity rises.
Benefits of Ceal
Lower costs and increase productivity
with a better AX environment.
AI costs,
structurally reduced
Once business context is found,
the context layer remembers it.
It cuts AI usage costs wasted on
duplicate searches and repeated context injection,
and shows the savings
in a dashboard.
• Context layer: a storage layer that remembers the context of organizational data once it has been found, preventing repeated searches
The same team,
more work accomplished
Agents connected to organizational data
take over repetitive work
such as lookup and organization.
Team members can focus only
on essential judgment and decisions.
Keep data inside
with on-premises deployment
Ceal runs only within
your organization's infrastructure,
so organizational data stays inside.
Every request is logged, and permissions are
separated by team profile so unauthorized access
is blocked at the gateway.
• On premises: installed and used directly within the company's infrastructure rather than in an external cloud
Connect even legacy systems
that were difficult to try
For legacy and internal systems without APIs,
a dedicated Corca AX engineer (FDE)
designs and builds
custom connectors for
your environment.
• Connector: a connection module linking the gateway to an individual work tool (such as Slack or SAP)
With one implementation,
gain four benefits.
From diagnosis to company-wide adoption,
roll out in stages based on
your organization's situation.From diagnosis to company-wide adoption,
roll out in stages based on
your organization's situation.
Ceal adoption process
Diagnosis
Demo | 1 hour · Free- Assess the work environment and review compatibility with standard connectors
- Estimate approximate ROI and propose an architectural direction
- Gather adoption requirements
Analysis · Design
Discovery | 2 weeks- Analyze systems, APIs, and permission structures and confirm security requirements
- Estimate connector implementation difficulty and define PoC scope
- Document the schedule, costs, and risks
Pilot
Quickstart | 2 weeks- Install the gateway and connect and verify official connectors
- Configure pilot team profiles and onboard 10–20 people
- Set basic permissions and auditing and review the first cost report
Scale
Implementation | 4–6 weeks- Expand team profiles and the savings (ROI) dashboard company-wide
- Build 2–3 core work workflows
- Support the security review and confirm adoption through performance benchmarks
- Each stage has defined milestones, and the next stage begins only after completion is confirmed.
- The scope and schedule for custom connectors to internal legacy systems without APIs are discussed separately based on Discovery results.
- Depending on the size of the organization, Quickstart can begin immediately after the Demo.
One hour is enough for the first step.
The diagnosis is free.
What makes Ceal different
Everyone wants to connect,
but not everyone can.
The first thing companies want to do after adopting AI is
connect their data and build a context layer.
Ceal makes this difficult work easy.
If you build it yourself
Most projects stop here- You need dedicated staff to develop and operate connectors for every tool
- Progress stops at legacy systems without APIs
- Missing permission and audit design makes security reviews difficult to pass
- Connection is not the end. Finding the right historical data is another challenge
With Ceal
An FDE builds it with you- Connect major work tools immediately with official connectors
- For legacy systems without APIs, an FDE builds connectors using computer use and scripts
- Built-in permissions and auditing accelerate security reviews
- As the context layer grows, every search becomes faster and more economical
Ceal and its FDE handle the difficulty of connection,
while your organization owns the results.
The economics of Ceal
A context layer that grows stronger
and more economical with use.
01 Connect
Bring work tools
and legacy systems
together through
one gateway02 Accumulate
Connect and remember
people, documents, permissions,
and their relationships like a map03 Reuse
Answer similar questions
without searching all the data
faster
and at lower cost
As more people use it,
search gets faster
and token use falls, continuously reducing costs.
A remarkably economical way to adopt AI,
with savings beyond the subscription.A remarkably economical way to adopt AI,
with savings beyond the subscription.
Start at one-fifth the cost of building it yourself
and save on implementation, AI usage, and work hours.
One convenient subscription
Ceal subscription
Includes official connectors · permissions/auditing · context layer
and dedicated Corca FDE support
Three concrete savings
- 1Replace in-house implementation and operation
Dedicated staffing for connector development and maintenance, permission and audit design, and infrastructure operations
- 2Reduce existing AI costs
Eliminate duplicate searches and repeated context injection to reduce API and subscription token spending itself
- 3Increase output with the same team
As agents take over repetitive work, the team gains more time to focus on core responsibilities
One subscription is all it takes
to begin significantly reducing AI costs.
Lower costs,
higher productivity,
a better AX environment.
If you're not ready to make an inquiry yet
AX Launch Talk
Conversations are more candid around a dining table than in a meeting room.
Share lunch with Corca AX Lead Bae Hwi-dong
and talk through your organization's AX challenges.
No materials needed. Just bring your questions.