--- title: "Computer Vision Development Services | Nexum" description: "Computer vision development services that read photos, video and scanned documents and write results into your systems, with a person reviewing exceptions." url: https://nexumautomations.com/services/computer-vision-development updated: 2026-10-31 publisher: Nexum Automations, an AI consulting firm --- > Nexum Automations is an AI consulting firm that builds what it recommends. It finds where AI pays off in a company, builds it on the tools the team already uses and stays until it is live and working. Computer vision # Computer vision development services for your systems not a demo. Computer vision software development services for operations and quality teams: we build AI that reads photos, video and scanned documents, writes the result into the tools you already use and sends exceptions to a person. 30 minutes. You leave knowing which 3 processes to automate first and what they cost you today. Trusted by companies worldwide **14-21 days** to your first live system **600+** processes automated **100+** hours returned to client teams every month Results ## Vision that ends in results you can measure. A real system that reads documents and photos, built on the client's own tools. 1. Government contracting ### Proposals cut from 60 hours to under one. A federal contractor bidding on $10M+ contracts could only submit 3-4 proposals a quarter, because each one took about 60 hours to assemble by hand. We built an AI workflow that pulls past performance, checks compliance and formats to spec, so the team now submits 12+ a quarter. **<1 h** per proposal, down from \~60 **3x** proposal capacity **+23%** win rate 2. SaaS / Software ### 85% of support tickets resolved by AI. A SaaS company with 50,000+ users had its best agents answering the same questions all day, and customers waited two hours for a reply. We built an AI assistant trained on their past tickets that answers instantly and hands complex cases to a person with full context. **1,200+** agent hours back every month **<5 s** first response, down from 2 h **+45%** customer satisfaction 3. Insurance ### Claims processed 75% faster. A regional insurer's adjusters spent 70% of their time on routine claims, so every claim took 15 days. We built an AI that reads the documents and photos, checks the policy and recommends a decision, so adjusters only handle the complex cases. **600+** hours back every month **99.5%** decision accuracy **+30%** capacity, no new hires 4. E-commerce / D2C ### Every lead contacted in under 20 seconds. A home goods brand spending $40K a month on ads took 6-12 hours to reply to new leads, so many bought elsewhere. We built an AI system that replies by SMS, email or voice call within 20 seconds, day or night. **+34%** conversion rate **−28%** customer acquisition cost **100%** of leads contacted 5. Legal services ### Manual invoice entry eliminated. A boutique law firm's paralegals spent a quarter of their time retyping invoices, so billing ran late. We built an AI assistant that reads every invoice, matches it to the right case in Clio and syncs it to QuickBooks. **40+** hours back every month **99.8%** data accuracy **50%** faster billing cycle [See all case studies](https://nexumautomations.com/case-studies) Our data ## What buyers see in this search The first page of Google for "computer vision development services", counted by type of result. | | Results | | ---------------------------------------------------- | -------------------------- | | Articles by companies that sell a product or service | 9 of 9 | | Titles that answer this exact search | 3 of 9 | | Google features on the page | An AI Overview, a map pack | The 9 organic results on the first page of Google, United States, desktop, measured with DataForSEO on October 29, 2026\. Types only: no company or product is named. The problem ## Checking by eye is slow and uneven. \-6% projected change in claims adjuster, appraiser and examiner jobs from 2025 to 2035. 21,600 yearly openings projected for those roles, even as total employment declines. [U.S. Bureau of Labor Statistics, 2025 ↗](https://www.bls.gov/ooh/business-and-financial/claims-adjusters-appraisers-examiners-and-investigators.htm) Computer vision is AI that interprets images and video. Without it, people look at every photo, part or page, and results stay on paper or in their heads. That limits what you can check. * Each photo or part is looked at by a person, one at a time. The system reads every image and flags only the unclear ones. * Two inspectors can judge the same item differently. Every item is checked against the same rules, and exceptions go to a person. * Results are typed into a form, a spreadsheet or the ERP by hand. The result is written into your systems as soon as the image is read. * Quality data shows up days later, if it is recorded at all. Counts, passes and rejects are logged as the work happens. Your team keeps the judgment calls. Is it time? ## Signs you need computer vision services. Signals you need this * People check photos, parts or pages one by one all day * Two inspectors rate the same item differently * Results are typed into a system by hand * Quality problems are found after the batch ships * Hiring more checkers is not an option When not to invest yet * Results are expected right away, before anything is built and tested * You want the cheapest option, not the one that pays back * You are after a report or an audit rather than a working system * Your team cannot grant access to your tools or sign off on the work What you get ## What our computer vision services include. * Every visual check your team does by hand, mapped with what each one costs you in hours and dollars * A roadmap ranked by payback that shows which check to automate first * AI that reads photos, video or scanned documents and writes the result into your CRM, ERP or claims tools, as in our [claims automation](https://nexumautomations.com/industries/insurance/claims-automation) work * A review step where a person handles the exceptions the system cannot call * Testing end to end on your own images before launch * Team training and documentation your people will use * You own what we build from the first day: the code, the accounts, the prompts and the data How it works ## The Payback Loop. Five steps. Each build pays for the next. We don't start with the AI. We start with the money. One team of AI automation specialists runs all five 1. ### Map Consulting First, we find the manual work in your company and how many hours each task eats every week. Process map 2. ### Rank Consulting Each process gets a dollar figure and a rank by payback. You see what to automate first, and what to leave alone. AI roadmap, ranked by payback 3. ### Build Implementation We build the first system on the tools you already use. Nothing new for your team to learn. A working system 4. ### Prove Implementation Every system is tested end to end before launch. It doesn't go live until it works without errors. Tested, system live 5. ### Repeat Support The first build pays back fastest, so its savings fund the next one. Back to the map, and we keep every system running. Monthly support (optional) ↺ Back to Map Consultancies stop at the roadmap. Freelancers build without one. The loop only works when one team runs all five. You approve each step; we do the work. Your options ## Why not a big consultancy, a freelancer, or a new hire? vs Big consultancy vs Freelancer vs In-house hire | Nexum (done for you) | Big consultancy | Freelancer / no-code builder | In-house AI hire | | | -------------------------------------- | ----------------------- | --------------------------------- | ---------------------- | ----------------------------- | | Tells you what to automate first | ✓ | ✓ | Rarely | Sometimes | | Builds it on the tools you already use | ✓ | Usually hands off to another team | ✓ | ✓ | | Price fixed before work starts | ✓ | Rarely | Sometimes | A salary, not a project | | Time to first live system | 14-21 days | Months | Varies | Months to hire, then build | | You own everything built | ✓ | ✓ | Not always | ✓ | | Time from you, per week | \~1 hr review | Steering meetings | You manage the project | You manage the person | | Typical cost | Fixed price per project | Six-figure engagements | Hourly, open-ended | A full-time salary + benefits | Based on how each option typically works. If another option fits you better, we'll tell you on the call. FAQ ## Questions about computer vision development. * ### What does a computer vision software development company do? A computer vision development company maps the visual checks your team does, builds AI that reads your photos, video or scanned documents, connects it to your tools and trains your people. Our custom computer vision development services follow the same path as our [custom AI development](https://nexumautomations.com/services/custom-ai-development) work. * ### What data do I need to start? Sample images from your real setting and a set of examples your team labeled as good, bad or unclear. We also need to know where results must be written. If you have few labeled images, we plan the labeling together at the start. * ### How is accuracy tested before launch? Every system is tested end to end on your own images before it goes live, and nothing launches until it passes those tests. A person reviews the unclear cases, so the system hands off what it cannot call instead of guessing. * ### Do I need special cameras or hardware? Often a camera and a small computer near it are enough, but that depends on the job. Some work needs controlled lighting or a fixed mount. Computer vision consulting starts there: we look at your setting during the free diagnosis and tell you what the job needs. * ### How do results reach my PLC, MES, ERP or claims system? The system writes each result into the tool you already use, through its integration options. A pass can update a record, and a reject can trigger a signal on the line. You do not change your software. * ### What about privacy of video and faces? Privacy is settled at the start. We agree what is captured, what is stored and who can see it before anything is built, and we design the system around those limits. * ### How is computer vision different from OCR? OCR turns images of text into digital text. Computer vision is broader: it also counts items, spots damage and checks parts. Many projects use both. See [document processing](https://nexumautomations.com/solutions/intelligent-document-processing) for the text side. * ### How much does computer vision cost? The price depends on the number of checks, the setting, the hardware and the systems to connect. Computer vision development companies quote in different ways; we give a fixed-price proposal with exact scope after the free diagnosis, so you know the cost before anything starts. --- Source: https://nexumautomations.com/services/computer-vision-development Free AI diagnosis (30-minute call): https://nexumautomations.com/#book - Services: https://nexumautomations.com/services - Guides: https://nexumautomations.com/guides