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AI project rescue
We review code, data, model, and pilot economics. We find why the result falls short of the plan and deliver a restart plan with metrics and budget.
We diagnose a stalled AI project: errors, cost, and a six-week restart plan.
Pricing
from ₽400,000
per project
This is the lower bound of a project. We scope the exact quote after a brief: it depends on volume and the number of integrations.
Capabilities
Diagnostics
We review code, architecture, and integrations. We record where the project loses quality, speed, or money.
Quality assessment
We build a test set from real requests and measure model quality. We compare the result with the pilot promise.
Cost
We break down the model, infrastructure, and support bill. We show which costs grow with load.
Restart plan
We turn fixes into stages with metrics and budget. The plan shows what delivers a result in six weeks.
From request to result
1
Access and interviews
We get access to code, logs, and metrics. We talk to the team and the product owner.
2
Audit
We review the model, data, integrations, and infrastructure. We record why the result diverges from the plan.
3
Metrics
We build a test set and measure quality. We compare request cost with the pilot budget.
4
Restart
We present the plan to the sponsor and start the first stage. Metrics are fixed before work begins.
Check if it fits you
Good fit
The pilot is stalled
The project has run for three months or more, and metrics stay flat. It needs an outside review and a plan.
Logs and metrics exist
The team collects requests and responses. We use that data to measure quality and cost instead of guessing.
Not a fit
No code access
The audit rests on code and logs. Without access we have interviews and external metrics, and findings become hypotheses.
Development only
When the task is to add a feature to a working product, regular development fits. A rescue starts with diagnostics.
What you get
10
10 days of audit
The audit takes 10 business days. In that time the team gets a report, an assessment, and a restart plan.
6 wk
6 weeks
The restart plan covers six weeks. It includes stages, metrics, and the budget of the first scope.
3
3 scenarios
The restart compares three scenarios: fix the current scope, rebuild part of it, or stop the project. Each has a price and risk.
What the delivery includes
Report
The report lists the causes of the gap and backs them with code, logs, or metrics. Every cause has a priority.
Assessment
The assessment shows quality and cost on the test set. You see the result the current version delivers.
Plan
The restart plan splits fixes into six weeks with metrics and budget. Every stage has an owner.
Checks before kickoff
Model
We review the model, prompts, and versions. We find which requests produce a poor answer and how quality changes after fixes.
Data
We review sources, labelling, and data refresh. We check whether the examples support the claimed quality.
Economics
Economics covers request, infrastructure, and support cost. We compare spending with the budget and the promised effect.
Team
The team review covers roles, the release process, and product ownership. We record which decisions the restart needs.
How the system is built
Audit
We read code and traces, replay requests, and talk to the team. The audit shows where quality is lost: in data, prompts, integration, or infrastructure.
Metrics
We build a test set from logs and measure the current version. The metrics give a baseline, so the restart effect is measured on the same requests.
Restart
The restart plan turns findings into stages with metrics and budget. The first stage runs six weeks, and the sponsor sees which result counts as success.
Where the solution pushes back
- 01
Diagnosis
The diagnosis rests on code, logs, and interviews. With incomplete logs, some findings rest on metrics and need a check in the next sprint.
- 02
Restart
A restart needs a sponsor decision and team commitment. We provide the plan and can run the first stage, while the business keeps priority.
- 03
Project boundaries
The audit shows causes and a plan. We price development, model purchase, and support as a separate project.
Technologies
The technologies we use in our work and their role in a project.
Audit and restart
We read traces in Langfuse, replay requests through OpenAI API, check the pipeline on Python, and store metrics in PostgreSQL.
Cost calculator
This is an indicative range, not a quote. We scope the exact estimate after a brief: it depends on volume and the number of integrations.
Systems
Models
Data
Timeline
Add-ons
Support
Year one: updates and monitoring, a reply within 2 business days.
Service
AI project rescue
The estimate covers our team's work. Hardware, third-party service licences and travel are added on request.
Estimated cost
₽610,000
Timeline
3 wk
Frequently asked questions
How much does a rescue cost?
The audit starts at RUB 400,000 and covers diagnostics, quality assessment, and a restart plan. First-stage development is priced separately.
How long is the audit?
Ten business days for two systems and one model. The timeline grows with many integrations and missing logs.
What if the project should close?
The report includes a stop scenario: support cost and what can be reused. The sponsor makes the decision.
Do you take over the project?
We can run the first restart stage or hand the plan to your team. Code and access stay with you.
What teams add to this service
Related Services
Part of Solutions
Implementation Examples
−70%
Request handling time
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