OfferSignal / for established businesses

We help buyers find the right product and make a useful enquiry

Product details, prices and availability often sit in different systems and files. We help manufacturers, technical distributors and product-led B2B/B2B2C businesses make that information reliable, easier to find and useful in day-to-day sales.

We work alongside your team, combining commercial-data work, technical development, content and buyer assistance around a recurring sales problem.

Discuss your enquiry process See the four steps

We agree each step’s scope and budget before starting. You can use the result and stop, or decide to continue.

Better information for buyers and sales teams

A clearer product choice

Help buyers distinguish the right product, variant or capability and find the facts they need to assess fit.

Less repeated information work

Give your team agreed sources and reusable records so they spend less time checking the same facts for each channel or enquiry.

Enquiries ready for review

Gather the buyer’s requirements, identify missing information and pass the enquiry to the right technical or commercial reviewer.

The sales problem

Scattered information slows down sales

A buyer finds a product on your website but cannot tell which variant fits. A distributor has an older description, while sales checks a spreadsheet and asks a colleague about availability. Your team repeats this work for the next enquiry.

We trace how the enquiry is handled and which facts people need to answer it. That gives us a practical starting point for cleaning the data, improving the information buyers can find and testing assistance with a defined part of the sales process.

A useful fit for OfferSignal

You sell products or capabilities with variants, technical conditions or several markets and channels.
Your team regularly reconciles conflicting information or prepares similar answers to buyer enquiries.
A commercial sponsor can lead the work, with people available to approve product, price and availability facts.

Bring a representative data sample and one recurring enquiry. We assess the work involved, access to reliable sources and the value of improving the process. Your existing ERP, PIM, CRM, e-commerce systems and forms remain in use.

The data foundation

The facts needed to assess an offer

We agree the information a buyer needs for your products or services. A standard component, a configurable range and a manufacturing capability need different records.

Product details

Product or service identity, codes, variants, materials, dimensions, finishes, images, units and packaging.

Suitability and requirements

Compatibility, technical conditions, minimum quantities, delivery areas, installation requirements and service scope.

Commercial terms

Approved prices, their validity, availability and delivery timing, with sources and people responsible for keeping them current.

An agreed fact model with controlled access

We can connect existing systems through a shared, agreed fact model. It defines which source is authoritative, who approves a fact and how it is updated; it does not require replacing your ERP or PIM. Public product information is kept separate from customer prices, correspondence and internal capacity. Your business retains ownership of its facts and commercial decisions.

Working together

A useful result at each step

We recommend connecting the data, discovery work and buyer workflow. We review each delivery with you before agreeing the next step, so the decision is based on the work completed and the value of continuing.

Map the data and sales process

We work with your team to map the offer, variants, source systems and recurring enquiries. We check conflicting descriptions, price and availability rules, and who can approve the information. Together, we identify the sales bottleneck, establish a measurement baseline and choose a useful pilot.

What you receive: A diagnostic report, commercial-data map, source priorities, named responsibilities and a sales-focused digital roadmap with measures, a selected pilot and stage budgets.
Useful on its own: Your team can use the roadmap to prioritise data and sales improvements, even if you do not commission further work from us.
Your decision after this step: Accept the report and roadmap. Stop with those outputs, or agree the data scope and budget. We revise the plan if the value, source access or fact ownership is unclear.

Clean the data and connect agreed sources

We clean and structure the selected product, service and capability records using an agreed fact model. We build the input and output mechanisms needed to validate, update and reuse them across existing systems. This includes a permissions-controlled MCP (Model Context Protocol) server, through which authorised AI tools can retrieve approved facts.

What you receive: A reusable data foundation with agreed source connections, input and output mechanisms, an MCP server, quality checks, owners, update rules and permissions.
Useful on its own: Your team and authorised tools can reuse the same approved information. The connections support existing systems; the broader data-entry layer is introduced during later rollout.
Your decision after this step: Check representative records, updates and permissions. Stop with the data foundation and instructions, or continue once the facts and access needed for the next step are ready.

Put approved information into selected channels

We carry out the agreed initial technical SEO, GEO and AEO work for search engines and AI answer services. We create a content plan and selected content for priority pages, catalogue entries and channels. Together, we build reusable mechanisms that use the cleaned data for e-commerce catalogue and product information and target keywords, based on the markets, languages and buyer questions that matter.

What you receive: A prioritised discovery and content plan, initial technical improvements, selected published content and reusable data mechanisms for the agreed catalogue and channels, with owners and a measurement baseline.
Useful on its own: Your team receives completed initial work as well as a plan for continuing it. We define the initial volume in the proposal; extensive content production, link building and wider channel work are quoted separately.
Your decision after this step: Review the technical changes, content, data reuse and publishing permissions. Stop with the delivered work, or agree one pilot enquiry route and its acceptance criteria.

Test one enquiry route before rollout

We build a focused agent for one selected route: an external procurement enquiry, including a purchasing agent, or a buyer enquiry on your website or product pages. It retrieves approved facts, gathers requirements, identifies missing information and prepares the enquiry for human review. We test it with representative enquiries and compare quality and preparation time with the agreed baseline.

What you receive: A working, limited pilot for one enquiry route, documented tests and results, approval controls, operating instructions and a rollout recommendation.
Useful on its own: You can assess a working solution on your own data before committing to wider use. Your technical and commercial owners retain approval of fit, prices, availability, terms and commitments.
Your decision after this step: Accept the pilot or address gaps in quality and value. Stop with the pilot handover, or separately approve phased rollout, the data-entry layer, training and any further routes.

The proposal

Scope, budget and responsibility

Fixed-scope diagnostic and pilot

We start by checking the problem, sponsor, fact owners and representative materials. We then quote the diagnostic and digital roadmap as a fixed-scope package. The selected pilot also has an agreed fixed scope and price. Each proposal sets out deliverables, acceptance criteria, access and payment terms before work begins.

Data volume and rollout

Budget for data work according to its volume, quality and required integrations. A small, consistent product selection needs less work than a large catalogue with conflicting records and several source systems. Initial discovery and content work are included at an agreed volume. After the pilot, rollout receives a separate project quote; broader content and channel work are also scoped separately.

Delivery and operating responsibility

We name the people responsible for delivery and agree the working environment, approvals, handover and support arrangements. Your team provides the sources, access and authorised fact owners. Hosting, model/API use and third-party costs are identified separately from delivery and monthly support. Data-use rights and security controls are agreed before we handle the material.

Rollout and monthly support are separate decisions

After the pilot, we can quote phased rollout, including the data-entry layer, integrations, training and handover. Monthly support and development are agreed separately, with a defined service level, work volume, responsibilities and usage costs.

Possible later extensions

A second enquiry route, more products or additional markets can be added once the first workflow has been tested and accepted.
Further work can include custom-manufacturing enquiries, customer-specific B2B catalogues and prices, repeat orders or deeper connections to your existing ERP. We assess each addition and quote its scope separately.

Acceptance and measurement

Pilot acceptance and measurement

We agree the test records, buyer questions, enquiry sample and acceptance criteria with you before the pilot. We measure the selected workflow against the current process, checking the accuracy of its output as well as any time saved.

Information quality

Check completeness, contradictions, source ownership, update timeliness and public/private permissions.

Buyer discovery

Compare visible and machine-readable information with real buyer questions. Track mentions, citations and clicks separately from qualified enquiries and orders.

Workflow quality

Test enquiry preparation, missing-information checks and human approvals. Compare preparation time and clarification rounds with the baseline.

We agree the quality threshold and measurement period for each pilot. Search engines and AI platforms control retrieval and ranking, so we cannot guarantee recommendations, search positions or revenue.

Research and practical decisions

Relevant research cases

We use these published cases to examine product-data ownership, discovery, tender review and order capture. They are external examples, not OfferSignal client results.

Akeneo mark, the provider publishing the Steelcase case

Steelcase: product-data ownership

We look at how source priorities, variants and approvals affect the reuse of product information.

Read research article Visual source: www.akeneo.com

Kesko Senukai case visual from LupaSearch

Kesko: product discovery

This case helps us examine product identity, buyer language and the difference between discovery and an order.

Read research article Visual source: www.lupasearch.com

ROBEL: tender review

We examine how a system can prepare source-linked requirements for specialist teams to review.

Read research article Visual source: atira.ai

Choco: order capture

We look at the customer, product and unit checks needed when turning a message into an order.

Read research article Visual source: choco.com

All research articles

Before we start

Questions to discuss before starting

Can we stop after one step?

Yes. We review each delivery before you decide to continue. You can stop with the diagnostic and roadmap, the reusable data foundation, the initial discovery and content work, or the working pilot and its handover. We recommend connecting the steps, but there is no automatic obligation to continue. Rollout and monthly support require separate agreements.

What does the MCP server do, and who can access the facts?

MCP stands for Model Context Protocol. We use the server to give authorised AI tools controlled access to approved facts from agreed sources. Permissions depend on role and purpose, with public product information kept separate from customer prices and internal information. Access to a source does not grant permission to publish, change records or make commercial commitments.

Does step 3 include implementation?

Yes. We deliver the agreed initial technical SEO/GEO/AEO work, a content plan and selected content, alongside reusable mechanisms that use cleaned data for e-commerce catalogue and product information and target keywords. We agree the pages, channels and initial volume in the proposal. Extensive content production, link building and wider channel work are scoped and quoted separately.

How do the data, SEO and agent work fit together?

We start with the commercial facts your team needs to sell accurately. We clean and structure those facts, connect the agreed sources and put approved information into selected pages and channels. A focused agent then uses the same information to help prepare buyer enquiries. SEO and the buyer interface are parts of this work; the pilot tests one defined sales task on your data.

Does OfferSignal replace our ERP or PIM?

No. Your ERP and PIM remain in use, alongside relevant CRM and e-commerce systems. We map which systems own product descriptions, stock, financial records, drawings and prices, then agree a shared fact model and the connections needed for the selected work. This allows approved information to be reused without replacing those systems.

Does the first pilot cover external procurement and our website?

We select one route initially: an external procurement enquiry, which may come from a purchasing agent, or a buyer enquiry on your website or product pages. We test it on a representative data sample. Adding the second route, rolling out more widely and introducing the data-entry layer require a separate decision after the pilot.

Can an agent send a binding offer or place an order?

We define the permissions and approval process for the selected workflow. The pilot retrieves information and prepares enquiries for review; it has no assumed authority to make binding offers, order or pay. Your authorised owners approve technical fit, prices, availability, terms and commitments. Any later ordering capability needs its own scope and controls.

How is the budget agreed?

We quote the diagnostic and roadmap, and the selected pilot, as fixed-scope packages. Data work is priced according to volume, quality and integrations, with initial discovery and content work defined in the proposal. Rollout receives a separate project quote. Monthly support and development have an agreed service level and work volume, with hosting, model/API use and third-party costs identified separately. We confirm each stage’s budget before starting; there is no universal OfferSignal price.

How long does the work take?

The diagnostic and roadmap have an indicative duration of 2–3 weeks. A selected pilot may take 4–6 weeks after its data, access and controls are ready; some agreed data work can continue in parallel. These are starting estimates, not a guaranteed total schedule. We agree the timetable according to data volume, readiness and rollout scope.

What should we bring to the first call?

Bring one public offer, a recurring enquiry, the main information sources and the person who owns the problem. A safe representative sample is enough for us to assess fit. Please keep credentials and sensitive customer files out of the public website.

Can you guarantee AI recommendations or search rankings?

No. We can improve the accuracy and usability of your information, make agreed technical changes and measure the results. External platforms decide what they retrieve and rank. We track visibility, qualified enquiries and orders separately rather than treating a mention or a click as evidence of a sale.

Your recurring enquiry

Which enquiry sends your team back to the same files?

Tell us where the buyer or your team gets stuck. We can look at the process together and decide whether OfferSignal is a useful fit.

Discuss your enquiry process