AI consulting.
A clear next decision.

AI consulting for the point where progress has stalled.

You already have an AI product, a pilot or an application built using AI tools. The next decision is difficult: keep fixing it, change the design, narrow its purpose or rebuild part of the system. RescueFoundry provides technical AI consulting focused on making that decision and scoping the engineering behind it.

We begin with what the product needs to achieve, the failures you are seeing and the evidence available. The result should help you make the next investment deliberately.

Which kind of help fits?

An AI system gives unreliable answers or fails its workflow.

A RAG assistant may select the wrong sources. An agent may stop between connected systems. An integration may behave differently in real use. AI system rescue investigates the complete behaviour; RAG consulting focuses on retrieval and answer quality.

An AI-built application cannot reach a dependable launch.

The interface may conceal unfinished business logic, unreliable permissions or a backend that fails under actual use. A code audit helps establish the gaps. Application rescue addresses the scoped implementation work.

The team needs a credible recovery decision.

Sometimes the immediate need is to establish what is worth preserving, what depends on what and which uncertainties have to be resolved first. We discuss the intended result, practical constraints and the investigation needed to make a recommendation.

From a conversation to evidence.

The free initial assessment is a high-level discussion. Tell us what was supposed to happen, what happens instead, who depends on the system and the outcome you need. We can discuss likely investigation areas and whether the work fits.

A deeper engagement has its own agreed scope, access, deliverables and acceptance criteria. Depending on the problem, that may cover application code, retrieval and model behaviour, integrations, infrastructure or operating cost. Findings should distinguish what has been demonstrated from what remains uncertain.

Advice connected to engineering delivery.

The Conso4s team behind RescueFoundry has delivered more than seven rescues across AI systems and AI-built applications. The published record includes a US banking build launched after six weeks of recovery, an AI SaaS product launched after ten weeks and RAG answer-quality work for a sister concern resolved in approximately one week.

Those durations describe individual engagements. They are evidence of relevant experience, not a schedule or price for another project. Read the three recovery stories and meet the businesses behind RescueFoundry.

What a useful recommendation should make clear

• The business result still worth pursuing.
• The observed blockers and their supporting evidence.
• What can be retained, repaired or replaced.
• The dependencies and questions that affect cost or timing.
• The next scoped action and how its result will be checked.

We can work alongside your developers or delivery partner. The responsibilities and handover are part of the engagement, so the people operating the system understand the changes.

Read how the recovery process works, or use the free initial assessment to explain where your project is stuck.