Workshop by Codecta
AGENTIC SDLC COMPANION

Build your next product.
Deliver your next release.

From a startup’s first product to the next chapter of an established platform. Put agents to work with your knowledge, your constraints and evidence your team can review.

Human direction. Agent execution.
Build toward a 20/80 engineering team. Your pilot measures the actual split.
✦
START WITH CONTEXTYour knowledge, connected.Decisions · requirements · code
Workshop developer character
DELIVERY EVIDENCE

More than a finished task.

  • Changes linked to requirements
  • Acceptance checks and results
  • Open issues made visible
  • Your team reviews the outcome
Understand → Execute → Verify
Verified deliveryCost controlDurable executionCompliance guidance
WHEREVER YOU START

From your first milestone
to your next chapter.

Launch a new product

Turn customer needs and a product idea into clear requirements, a bounded first release and evidence your team can review.

Grow a startup

Carry product decisions and learning into each new milestone while keeping delivery effort and spending visible.

Evolve an established product

Use existing decisions, integration contracts and reusable implementation to extend or modernize your product.

COMPANY CONTEXT

Your company knows more.
Put it to work.

Bring research, requirements and decisions into the work from day one. For established products, connect that growing knowledge with earlier issues, documentation and implementation history. Workshop helps teams spot overlap, understand decisions and write clearer requirements before implementation begins.

Google DriveSharePointOneDriveConfluenceNotionCustom document management systems (DMS)Microsoft TeamsSlackJiraAzure DevOpsLinearGitHubGitLabBitbucketInternal wikis and portalsUploaded documentsCustom APIs and connectors
Workshop analystCompany ContextFind · connect · understand
INFORM THE NEXT DECISION

Before you build,
know what matters.

Earlier decisions. Related work. Reusable implementation. The evidence behind the suggestion.

Source-backed context
Permission-aware retrieval
From your first research notes to years of product history.
Codecta connects your tools and custom systems.
ONE ACCOUNTABLE WAY TO WORK

More execution.
More evidence. More control.

Four principles that carry through every milestone.

01

Verified delivery

Inspect the result. See the evidence.

Review changes, acceptance checks, test results and unresolved issues against the work you agreed to deliver.

02

Cost control

Know what the work costs.

Set spending limits and track model and infrastructure usage. With Codecta, measure the full delivery effort, including review and rework.

03

Durable execution

Keep progress through interruptions.

Preserve work, decisions and execution history across restarts and handovers. Resume from recorded state, with uncertain actions made visible for review.

04

Compliance

Make controls part of delivery.

Work toward GDPR and EU AI Act compliance with guidance from Codecta and controls in Workshop. Bring data policies, access permissions, human oversight, approval gates and traceable evidence into your delivery workflow.

Understand→Plan→Do→Check→Review→Deliver
THE WORK STAYS INSPECTABLE

Follow the evidence
from request to release.

See what changed, which checks ran and what still needs a decision. Keep acceptance with the people responsible for the result.

Explore the real execution and replay screens below.

01
REQUIREMENT

An outcome the team agrees on

02
IMPLEMENTATION

Changes connected to the request

03
VERIFICATION

Checks, results and open questions

04
HUMAN REVIEW

A decision backed by evidence

INSIDE WORKSHOP

See the work.
Follow the evidence.

Real screens from Workshop: execution, infrastructure, model training, specialists and replay.

Task execution

A team of roles. One visible delivery path.

Follow the analyst, developer, tester and reviewer through a real Jira-backed chat application task. The recorded attempt shows 37 actions, four review rounds and an estimated cost of $0.74.

Workshop Task execution: A team of roles. One visible delivery path.View full size ↗
Infrastructure

Your machines, in one workshop.

See control, development and deployment workers together, with their health, capacity and current resource usage.

Workshop Infrastructure: Your machines, in one workshop.View full size ↗
Training

Measure what training changes.

This recorded text-to-SQL evaluation compares a trained Nemotron specialist with its base model: 35 of 50 questions answered correctly versus 12 of 50. Results apply to this evaluation set.

Workshop Training: Measure what training changes.View full size ↗
Specialists

Focused expertise, ready when needed.

Manage fine-tuned specialists, inspect their measured performance and set how long they can stay awake. The specialists shown are asleep; waking one starts with a quote.

Workshop Specialists: Focused expertise, ready when needed.View full size ↗
Replay

Revisit the decisions behind the result.

Explore a recorded execution chapter by chapter, including approvals, failures, uncertainty and recovery. Replay inspects the record without executing tools again.

Workshop Replay: Revisit the decisions behind the result.View full size ↗
THE WORKSHOP PLATFORM

Delivery. Specialist. Private.
Connected by your knowledge.

Workshop Delivery

Move from requirements to release.

Coordinate planning, implementation, verification and delivery around agreed outcomes. Codecta helps shape scope, integrate your tools and guide the work through handover.

Workshop Specialist

Put domain expertise to work.

Combine company knowledge with specialist agents and domain-adapted models. Curate data, train, evaluate and deploy around the tasks that matter to your organization.

Workshop Private

Choose where your AI runs.

Bring private inference, approved external models and managed infrastructure into your delivery workflow. Codecta helps select and operate the setup for your privacy, quality and cost requirements.

Your cloud. Your infrastructure. Your choice.

Bring delivery workers, model endpoints and deployment targets into one controlled workflow across AWS, Microsoft Azure, Google Cloud and private infrastructure. Keep usage, costs and access policies visible alongside the work.

AWSMicrosoft AzureGoogle CloudPrivate infrastructure

Codecta designs, integrates and operates the setup around your security, data residency and performance requirements.

SECURITY ACROSS THE DELIVERY ENVIRONMENT

Know what runs.
Control what changes.

Your security view spans the application and the infrastructure behind it: dependencies, runtime images, platform containers, training environments and model serving. Workshop connects inventory, vulnerability findings and operational controls so your team can act with context.

01 / VISIBILITY

See your exposure.

Connect software inventories and SBOMs with CVE advisories. See severity, affected packages, deployed versions and available fixes—alongside the environment each finding belongs to.

02 / CONTROL

Keep change deliberate.

Pin runtime versions and container images. Govern access, registry sources and execution permissions. Review proposed changes and their verification evidence before adoption.

03 / OPERATIONS

Make security actionable.

Bring critical and high findings to the people responsible. Track machine health and resource use, keep rental limits visible and retain the records needed for review and follow-up.

VULNERABILITY INTELLIGENCE

From an advisory to an informed decision.

A real security view connects CVE references to package versions, available fixes and affected platform images. Codecta helps your team assess priorities and carry changes through verification.

Workshop vulnerability findings showing severity, CVE advisories, packages, current and fixed versions, and affected imagesView full size ↗
YOUR STACK. UNDER YOUR CONTROL.

Start from a proven foundation.
Keep your stack under control.

A stack brings the runtime, dependencies, build steps and checks your product needs into one repeatable foundation. Teams spend less time configuring environments, avoid version drift and carry consistent delivery practices across projects and workers.

Ready-to-install templates. Ready to make yours.

Choose a stack template from the catalog and install it as a reviewable draft. Workshop proves it on your development workers; you approve its use. Control runtime versions, pinned images and permitted package sources, and review updates with evidence.

Need another stack? Start with a name.

Type “Elixir”—or describe the stack your product needs. Workshop’s Stack engineer researches the official documentation, prepares the runtime and dependency recipe, defines build and test steps, and proves a reference application in a sandbox.

Describe→Research→Draft→Try & prove→You approve

The result becomes a reviewable stack in your catalog. You control versions, image pins, permitted package sources and approval. Workshop checks compatibility and verification evidence as the stack evolves, helping existing products retain their requirements while new products choose their foundation.

FROM REQUEST TO REVIEWABLE STACK

“Elixir” is enough to start the conversation.

The live app shows an Elixir and Phoenix stack task through research, draft, trial and proof, with approval kept in your hands. Set a budget and time allowance for new stack work.

Workshop stack creation with an Elixir request, budget and time controls, and an existing Elixir and Phoenix task ready for reviewView full size ↗
WORKSHOP + CODECTA EXPERTISE

A platform for your team.
A partner beside it.

Codecta brings product, engineering and AI expertise to your adoption of Workshop, including guidance on GDPR and EU AI Act compliance. Start with a meaningful milestone, then build the integrations, practices and specialist capabilities your organization needs.

Codecta is an AWS partner and an Anthropic partner.

01

Pilot

Choose a first-product milestone or an existing backlog item, establish a baseline and agree how quality, effort and cost will be measured.

Pilot scope, acceptance criteria and an evidence-based next step.
02

Integration

Integrate company knowledge and delivery tools, configure access policies and adapt workflows to your teams.

An operating workflow connected to your organization.
03

Delivery partnership

Work with Codecta on product delivery, specialist evaluation, private inference operations and team enablement.

Delivered milestones and a team equipped to keep improving.
START WITH SOMETHING THAT MATTERS

Bring a real milestone.
Measure what changes.

Start with a product idea or a backlog milestone, the knowledge you have and agreed success criteria. Evaluate delivery quality, human effort, review, rework and total cost before deciding how to expand.

Talk to Codecta ↗Explore Codecta’s services and start a conversation.

A few good questions.

Can we use Workshop for a new product or startup?

Yes. Start with your idea, customer research and requirements; an existing codebase or large knowledge library is not required. Workshop also supports established teams evolving products with years of decisions, documentation and implementation history.

Does Workshop replace our engineering team?

Your people retain direction, architecture, acceptance and accountability. Workshop carries more execution; Codecta helps your team establish the right division of work.

How does this support compliance?

Workshop and Codecta help your team navigate GDPR and EU AI Act compliance by connecting your requirements to data policies, access controls, human oversight, approvals and traceable evidence. Codecta helps identify and implement appropriate controls for your use case. These capabilities support your compliance work; they do not constitute certification or a guarantee of full compliance.

How do we start?

Choose a bounded milestone with Codecta. Connect the necessary knowledge and tools, agree acceptance criteria and measure the outcome against your current approach.