$18,000/year SaaS subscription
Replaced in 2 weeks. Now costs almost nothing$1,500 every month. For a system they didn't own
Fixed cost,
No flexibility
$1,500/month regardless of usage. Output couldn't match internal brand standards. The cost was fixed — the control wasn't.
Closed API,
No customisation
Business rules couldn't be injected. The AI had no context about who was asking, or why. Every customisation request hit a wall.
Vendor lock-in with no exit
Pricing could change at any renewal. Features arrived on the vendor's timeline. The team was building on infrastructure they didn't control.
One custom system. Three agents. Zero subscription
Instead of a monolithic replacement, we built a coordinated multi-agent system using Spec-Driven Development — where each agent has a defined role and validates its own output before passing it forward.
-
Context Agent
Reads user permissions and internal business context before generation begins.
Confidential data never reaches the LLM without correct access level — enforced at the agent layer.
-
Generation Agent
Executes generation using the optimal model for the task — routing by cost and quality automatically.
High-stakes content gets the best model. Routine generation uses a cheaper one. No manual switching.
-
Validation Agent
Checks every output against brand guidelines and factual standards before it reaches the user.
The old SaaS platform had no mechanism for this. Validation now happens autonomously — no human review required.
Stack
- Multi-agent orchestration
- Inference Skill (multi-model routing)
- REST API integration
- Context & Access Management Layer
$18,000 saved. Full control gained. In 2 weeks
METRIC
Monthly cost
Annual cost
Time to deploy
Customisation
Access control
Brand validation
Vendor dependency
ROI
SAAS SUBSCRIPTION
$1,500 fixed
$18,000
Existing subscription
Limited by vendor API
Platform-level only
Manual review required
Full — pricing and features
Ongoing cost, no ownership
ARTJOKER
AGENTIC SDD
~$0 — pay per token only
Eliminated entirely
2 weeks to production
Full control — any business rule
Agent-level — per user, per context
Automated via Validation Agent
Zero — owned infrastructure
Paid back in month 1
After month one, the $18,000 that used to leave the business every year now stays — and the system gets better with every use.
This is for you if:
You're paying monthly for AI you didn't build and can't fully control
Your vendor's API limits what your product can actually do
You need AI that understands who's asking — not just what they're asking
You want to stop the subscription and own the infrastructure outright
Not the right fit if:
You have no existing AI workflow to replace or improve
Your use case is a single prompt with no business logic behind it
You're not currently paying for any AI tooling
Kashcheiev Maksym
Head of Business Development
contact us:
USA
Estonia
Ukraine
Norway
