Software project rescue

The project is stuck.
Get the truth before spending more.

AlanOps gives founders and leadership teams an independent view of what is salvageable, what must change, and how to recover delivery without another blind restart.

Reviewed and led personally by Alan Son.

20+years in production systems
AMPDco-founder and CTO
CarBuddy AICTO
Portableyour code and data stay yours

The recovery decision

More activity will not fix a project whose assumptions are wrong.

Troubled projects often mix product ambiguity, architecture debt, delivery problems, and commercial pressure. The first need is an honest assessment that separates symptoms from causes.

01

Milestones keep moving

Dates change without a clearer understanding of remaining scope, risk, or the path to a usable release.

02

Demos hide integration risk

Visible progress exists, but the system is not converging into a secure, operable, production-ready product.

03

Trust between stakeholders is falling

Founders, engineers, vendors, and investors no longer share the same view of status or what success requires.

What changes

A credible decision: recover, reshape, or stop.

You receive a clear view of the product, code, architecture, delivery position, and commercial options, without protecting the assumptions that caused the problem.

  1. 01 Independent current-state assessment
  2. 02 Salvage, rebuild, and stop options
  3. 03 Prioritised scope and production path
  4. 04 Recovery team, governance, and delivery plan

How we work

Create decision quality before restarting delivery.

I inspect the product promise, system, delivery evidence, and stakeholder assumptions. The output is designed for an executive decision, then for execution if recovery is justified.

01

Establish

Build one evidence-based view of scope, status, quality, and obligations.

02

Assess

Identify root causes, salvageable assets, and unacceptable risks.

03

Decide

Compare recovery options with cost, timing, and confidence made explicit.

04

Recover

Reset scope, ownership, and delivery around a credible production milestone.

Operator proof

Advice from someone accountable for live AI products.

I do this work while building and operating commercial products. The recommendations have to survive real users, real constraints, and real production systems.

01 / AMPDCo-founder and CTO

AI citation intelligence across the discovery journey.

Product strategy, data systems, platform architecture, and production delivery.

Visit AMPD
02 / CarBuddy AICTO

Conversational AI connected to dealership operations.

AI workflows, vertical SaaS, customer communication, and reliable commercial systems.

Visit CarBuddy AI

Useful questions

Clear boundaries make better engagements.

Will you work with the current supplier or team?

Yes, when that supports a fair and accurate assessment. The work is independent, but it is not designed to create blame.

Can you take over the project?

Yes, if the assessment shows a strong fit. I can lead recovery directly and assemble the right senior delivery capacity.

What if the right answer is to stop?

I will say so plainly. Avoiding further sunk cost can be the most valuable outcome of the engagement.

Start with the current truth

What would a useful first conversation need to resolve?

Share the situation, the pressure, and what has already been tried. I will review it personally and tell you plainly whether AlanOps is the right fit.

  • No generic sales sequence
  • No obligation to commission delivery
  • A direct response from Alan